{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-1-a3d18b30b6c5>, line 1)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-1-a3d18b30b6c5>\"\u001b[1;36m, line \u001b[1;32m1\u001b[0m\n\u001b[1;33m    +import matplotlib.pyplot as plt\u001b[0m\n\u001b[1;37m          ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "+import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "y= np.arange(1,8)\n",
    "x= np.array([10770,16780,24440,30920,37670,42000,57270])\n",
    "# y1= np.array([1077,1678,2444,3092,3767,4200,5727])\n",
    "bar_width = 0.30\n",
    "\n",
    "plt.barh(y,x,tick_label=[\"2013\",\"2014\",\"2015\",\"2016\",\"2017\",\"2018\",\"2019\"])\n",
    "# plt.bar(x+bar_width,y1,width=0.3,align = 'edge')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "x = np.arange(1,13)\n",
    "y1 = np.array([11,13,14,15,16,17,22,23,23,14,25,16])\n",
    "y2 = np.array([11,13,19,15,16,17,22,23,23,14,25,16])\n",
    "\n",
    "y3 = np.array([11,13,19,15,16,17,22,29,23,17,25,16])\n",
    "plt.stackplot(x,y1,y2,y3,baseline='sym')\n",
    "plt.show()\n",
    "scores = np.random.randint(0,100,50)\n",
    "plt.hist(scores)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "man = np.array([85.5,91,72,59,66,55])\n",
    "woman = np.array([94,82,59.5,62,49,53])\n",
    "x=np.arange(1,7)\n",
    "bar_width=0.45\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "plt.xlabel=(\"学科\")\n",
    "plt.ylabel=(\"平均成绩\")\n",
    "\n",
    "plt.bar(x,man,width=0.3,align='edge',label='男生平均成绩')\n",
    "plt.bar(x + bar_width,woman,tick_label=[\"语文\",\"数学\",\"英语\",\"物理\",\"化学\",\"生物\"],width=0.3,label='女生平均成绩')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXYAAAD7CAYAAAB+B7/XAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAG9NJREFUeJzt3Xt8FeW97/HPLxcIFwuRRkTZGNheqHoEMVYpKPgSERGKWLao1JoiIr68gOBdrIJoLW56Sq03uj1HNkpLRaRiAQuUtBY5SIKAWC+7oIWgSERKxEqA5Hf+mEkIIcDKykpWMvm+X6+8Mmtm1qxnMrO+65lnnvXE3B0REYmOlGQXQEREEkvBLiISMQp2EZGIUbCLiESMgl1EJGIU7CIiEaNgFxGJGAW7iEjEKNhFRCImLRkv+u1vf9uzs7OT8dIiIo1WQUHBF+6edbT1khLs2dnZ5OfnJ+OlRUQaLTP7RyzrqSlGRCRiFOwiIhGjYBcRiZiktLGLSMO3b98+CgsL2bNnT7KL0uRkZGTQsWNH0tPT43q+gl1EqlVYWMgxxxxDdnY2Zpbs4jQZ7s6OHTsoLCykc+fOcW1DTTEiUq09e/bQrl07hXo9MzPatWtXqyslBbuIHJZCPTlq+3dXsItIk1FaWkp1/w7U3SktLT3s877++uu6LFbCNb429ofbJGg7uxKzHZEmIvvePyR0e588fnlM640ZM4bVq1eTmZnJZ599RklJCdnZ2ezcuZNzzz2XZ599lu3bt7NixQqGDh3KE088QWZmJqNGjTpkW08++SSvvfYaKSkpbN++nX/9619kZ2dTVlbG97//fcaNGwfAV199xaWXXspbb70FwFVXXcUTTzzB6aeffsSyjh07luuvv57p06czffp02rZtC8Crr77Krl27uOqqqygsLCQlJYUf/OAHvPLKK5SVldGhQweOOeaYmvz5jqjxBbuINCkZGRlMmzaNvn378sILL1BYWMjEiRPJy8tj7ty5ACxbtoz169czdOhQ0tPTSUurPtp+/OMf07lzZ4YMGcLcuXP54IMPmDhxInPmzOHUU0+tWC89PZ1mzZoBQW39nXfeYfbs2RXLb7zxRk466aRDtl/eLp6bm8vMmTO5/fbbMTNeeeUVpkyZwo4dO1iyZAnNmzdnz5495OXlsXfvXgYOHKhgF5GmZcKECQfV2PPy8ti5cyc9e/YEYPbs2Xz66aesXLmSwsJC0tLSeOGFF9i3bx/XXXcdY8aMASA1NZX77ruP73znOxXbLikp4eGHH2bJkiUALF68mEmTJvG3v/2NPn36cO211zJ+/HiGDRsGwIMPPsi2bds46aSTyM3NZePGjbRq1QqAjRs3snbtWtq2bUtJSQnDhw9n8+bNpKens3LlSt59911KSkr48MMP+eKLL5g/fz5du3Yl0WNnxRTsZtYemOvuF5jZJKBPuOh4YCbw38Aq4O/h/P9w96KEllREmqT9+/dzww030KNHD/7whz9QVFREbm4ua9asYcOGDRQUFLB//34KCgoA+MUvfkHbtm3Jzc09ZFutW7fmkUce4Z577mHEiBEATJkyhR/+8Id07NgRgEsuuYQLL7yQgQMHsnDhQi688ELGjBnDhg0bGDRoEM2bN6dFixYApKSk8Otf/5quXbsC8NRTT9GxY0fOPPNM1q1bx/HHH8/HH39Mly5deOihh/jlL3/J2rVrK5pezjnnHNyd+fPnc8UVVyTsb3bUYDezTILwbgXg7g9VWjaXINTPAx5192cSVjIREeCWW25h69at7N69m1WrVpGbm8vu3bs59dRTueiii9i+fTuTJk2itLSU1NTUg567f//+imaZsrIyAK688krOPvts1qxZA8DgwYPp3r07ZWVluDupqamkpAT9Slq2bMmSJUto0aIFd999N3369GHfvn1kZGQAQe+VESNG4O706NGDQYMGsWnTJt5++21OPvlkAHr27MnLL7/MT3/6U8455xyWLFlS8SH0+uuv07t374SGOsRWYy8FhgO/rzzTzM4FCt19q5mdD1xsZjcCi939/qobMbPRwGiATp061brgIhJ9u3btYvTo0RWBnZ+fz9dff13xjcwWLVqwaNEiSktL6d27N82bNz+oKSYjI4PFixcDsHTpUh5//PGK0C6/eZqXlwcEPWZGjRpVUZMH2Lt3L5mZmZSVlXHccccxbdo09u7dW1Fj/+abb5g3bx6ff/458+bNo1u3bjz99NPs3buXyZMnA7B69WqWLVvGtm3baNasGe+//z6LFy9m1qxZXHbZZdx//yFxWWtHDXZ3L4Zq+1WOBcpr74uAR4B/AUvN7Cx3X19lOzOAGQA5OTmH9jcSEamiTZs2LF++nLS0NL788ksuv/xyVqxYUbH8jDPOAIK285UrVwKHb4rp378//fv3r3hc+eZpZYWFhfzxj39k/fr1XH311UyePJmbb76ZG264gdzcXIYNG1ZRY9+8eTPt2rXjo48+4thjjyU7O5t169Yxa9asiu11796dhQsXsmnTJiD4ACkuLmbBggVcfvnlh1xlJEJcN0/NrC1wnLtvDGe95e4l4bJ3gFOA9Yd7vog0PrF2T0y0tLQ0tmzZwo033sj48eMr5m/dupUTTjgBd6esrOywAbl//35SU1MPqZy6e7V92t955x0+/fRT1q9fT8eOHdm8eTNPPvkk3bt3x90pKiqiVatWFBcXU1xczF//+lfuvvtuJk2axKhRo7jgggtYsGAB27dvp7i4mDZt2jBnzhx69erFpZdeyrx58xg3bhzDhg3j9ttvr7ixm0jx9ooZAiys9PgNM7sG2AX0B56rbcGavET011dffWnktmzZwjXXXEO7du246667uPjiiwHIy8tj7Nix3HHHHRQUFDBhwoRDBsx68cUXgaDXy8yZM+nSpctBy0tKSigpKTnkNQcPHszgwYMrHnfq1IlOnTpRUFDA4MGDGTBgAC1btuRnP/sZP/rRj+jVqxfPPfcct9xyCxMmTGDEiBGMGDGCsWPH8tJLLzFgwICDbtQuXbqUW2+9lWHDhjFkyBBGjhxJamoqF110UcL+blbdJ1a1K5rluXvfcHo28J/uviZ8fBHwDLAXmOHuvzrStnJycjzu/6DUVL6gpGCXJHv//fcP6haYLCUlJTRv3vygeaWlpZSWllb0NU+Gffv2AUGfd3dn27ZtdOjQoWL5Rx99dFDfeAiuEmIdLqC6v7+ZFbh7ztGeG3ONvTzUw+lrqyxbDnSNdVsiIrGqGuoQtKnXRdt0TVS+QjCzg0IdOCTUy9erDxorRkQkYhTsIiIRo2AXEYkYBbuINAplZWUsX7682i6KsdKwvSIilSWqR1rF9mrWa2vDhg1Mnjy52m6BGrb3YAp2EWkUXn/9dUaOHFntMg3bezAFu4g0WGvWrGH8+PGkpaWxbt06TjvtNGbOnElZWRllZWWkpKTwyCOPaNjeKhTsItJg9ejRg7y8PLZs2cJNN93EwoXBF96nTp1KmzZtuOmmmzRsbzUU7CLS4D377LPceuutFY8XLlzInDlzANi9e7eG7a1CwS4iDV5mZiaPP/447733Hl27dqVLly60b98egD59+mjY3ioU7CLS4N15552MGzeOadOmMXToUIYPH87WrVs58cQTAQ3bW5WCXURik6RB5UpKSlizZg2vvvoqa9euZe3atWzZsoUrr7ySXr168eijj9KsWTMN21uJgl1EGrQHH3yQsrIyhgwZwtSpUwE488wz6d+/P3PmzOG9997TsL1VxDxsbyJp2N4YaNheSbKGMmxvQxWJYXtFpOmpSRA1NXU5bG9tK9waK0ZEqpWRkcGOHTtqHTJSM+7Ojh07Km7QxkM1dhGpVseOHSksLKSoqCjZRWlyMjIyKr4wFQ8Fu4hUKz09nc6dOye7GBIHNcWIiESMgl1EJGIU7CIiERNTsJtZezN7M5w+0cwKzSwv/MkK5z9vZivNbOKRtyYiInXpqMFuZpnATKBVOOs84FF37xv+FJnZlUCqu/cEupjZKXVXZBEROZJYauylwHCgOHx8PjDKzNaY2WPhvL7A78LpPwK9q27EzEabWb6Z5av7lIhI3TlqsLt7sbtX/m76IoIgPxfoaWZnEdTmt4bLvwTaV7OdGe6e4+45WVlZtS64iIhUL55+7G+5ewmAmb0DnALsBlqEy1ujm7IiIkkTTwC/YWYdzKwl0B/YABRwoPmlG/BJYoonIiI1FU+NfRKwHNgLPOvuH5rZZ8CbZnYCcBlBO7yIiCRBzMHu7n3D38uBrlWWFZtZX+ASYGqVNnkREalHCRsrxt13cqBnjIiIJIlucoqIRIyCXUQkYhTsIiIRo2AXEYkYBbuISMQo2EVEIkbBLiISMQp2EZGIUbCLiESMgl1EJGIU7CIiEaNgFxGJGAW7iEjEKNhFRCJGwS4iEjEJG49dpMYebpOg7ej/uohUphq7iEjEKNhFRCJGwS4iEjExBbuZtTezN8PpTmaWZ2Z/MrMZFjjRzArD+XlmllW3xRYRkcM56s1TM8sEZgKtwlk3ATe7+/tmtgj4X8DJwKPu/kydlVRERGISS429FBgOFAO4+wPu/n64rB3wBXA+MMrM1pjZY3VSUhERiclRg93di939kP5kZjYceM/dPwUWAX2Bc4GeZnZWNeuPNrN8M8svKiqqfclFRKRacd08NbMuwJ3AuHDWW+7+lbuXAu8Ap1R9jrvPcPccd8/JylITvIhIXalxsIdt7r8BRlaqyb9hZh3MrCXQH9iQwDKKiEgNxPPN03uBTsCTZgbwEDAJWA7sBZ519w8TVkIREamRmIPd3fuGv+8B7qlmla4JKpOIiNSCxooRqWuJGBNH4+FIDeibpyIiEaNgFxGJGAW7iEjEKNhFRCJGwS4iEjEKdhGRiFF3RxGpPXXpbFBUYxcRiRgFu4hIxCjYRUQiRsEuIhIxCnYRkYhRsIuIRIyCXUQkYtSPXUQkVo2kv75q7CIiEaNgFxGJGAW7iEjEKNhFRCJGwS4iEjEKdhGRiIkp2M2svZm9GU6nm9kCM1thZiMPN09ERJLjqMFuZpnATKBVOOs2oMDdewHDzOyYw8wTEZEkiKXGXgoMB4rDx32B34XTfwFyDjPvIGY22szyzSy/qKioFkUWEZEjOWqwu3uxu1f+qlQrYGs4/SXQ/jDzqm5nhrvnuHtOVlZW7UotIiKHFc/N091Ai3C6dbiN6uaJiEgSxBPABUDvcLob8Mlh5omISBLEMwjYTGChmV0AnA6sImiGqTpPRESSIOYau7v3DX//A7gEWAH0c/fS6ubVQVlFRCQGcQ3b6+6fcqAXzGHniYhI/dNNThGRiFGwi4hEjIJdRCRi9K/xGqjsPbNrvY1Pal8MEWmEVGMXEYkYBbuISMQo2EVEIkbBLiISMQp2EZGIUbCLiERMo+vumIhugKCugCISXaqxi4hEjIJdRCRiFOwiIhGjYBcRiRgFu4hIxCjYRUQiRsEuIhIxCnYRkYiJ6wtKZnYzMDx82BYoIPhn1pvCebe5+7u1L56IiNRUvP/M+hngGQAzexKYBXzh7vcksGwiIhKHWjXFmNmJQHsgBxhkZm+b2fNm1uiGKhARiYratrHfQlBzXw30c/fvAunAwKormtloM8s3s/yioqJavqyIiBxO3MFuZinARUAesN7dPwsX5QOnVF3f3We4e46752RlZcX7siIichS1qbFfAKxydwdmmVk3M0sFrgDWJaR0IiJSY7VpC78U+Es4PRmYDRjwmrsvrW3BJPo0BLNI3Yg72N39/krTG4CzElIiERGpFX1BSUQkYhTsIiIRo2AXEYkYBbuISMQo2EVEIkZf/ReRWktE19VPal8MCanGLiISMQp2EZGIUbCLiESMgl1EJGIU7CIiEaNgFxGJGAW7iEjEqB+7SB1TH2+pb6qxi4hEjIJdRCRiFOwiIhGjYBcRiRjdPBURiVFjuRGuGruISMQo2EVEIkbBLiISMTVuYzezNGBT+ANwGzAMGAi87e63JK54IiJSU/HU2M8CfuPufd29L9AM6A18F9huZv0SWD4REamheIL9fGCQmb1tZs8DFwOvuLsDbwAXVPckMxttZvlmll9UVBR/iUVE5IjiCfbVQD93/y6QDrQAtobLvgTaV/ckd5/h7jnunpOVlRVXYUVE5Oji6ce+3t1Lwul8DoQ7QGt0Q1ZEJKniCeFZZtbNzFKBK4BWBG3sAN3QQHQiIkkVT419MjAbMOA1YArwpplNBwaEPyIikiQ1DnZ330DQM6ZC2BPmcmC6u3+coLKJiEgcEjJWjLt/A8xNxLZERKR2dKNTRCRiFOwiIhGjYBcRiRgFu4hIxCjYRUQiRsEuIhIxCnYRkYhRsIuIRIyCXUQkYhTsIiIRo2AXEYkYBbuISMQo2EVEIkbBLiISMQp2EZGIUbCLiESMgl1EJGIU7CIiEaNgFxGJmBr/z1MzawP8FkgFvgaGA38HNoWr3Obu7yashCIiUiPx1NhHAD939/7ANuBe4Dfu3jf8UaiLiCRRjYPd3Z929yXhwyxgPzDIzN42s+fNrNqrADMbbWb5ZpZfVFRUiyKLiMiRxN3GbmY9gUxgCdDP3b8LpAMDq1vf3We4e46752RlZcX7siIichQ1bmMHMLNjgSeBHwDb3L0kXJQPnJKgsomISBxqXGM3s2bAy8B97v4PYJaZdTOzVOAKYF2CyygiIjUQT1PMDUAP4AEzywPeA2YBa4GV7r40ccUTEZGaqnFTjLs/AzxTZfakxBRHRERqS19QEhGJGAW7iEjEKNhFRCJGwS4iEjEKdhGRiFGwi4hEjIJdRCRiFOwiIhGjYBcRiRgFu4hIxCjYRUQiRsEuIhIxCnYRkYhRsIuIRIyCXUQkYhTsIiIRo2AXEYkYBbuISMQo2EVEIkbBLiISMQp2EZGISWiwm9nzZrbSzCYmcrsiIhK7hAW7mV0JpLp7T6CLmZ2SqG2LiEjszN0TsyGzXwKL3X2hmV0NtHD3/1tp+WhgdPjwNODDhLxw9b4NfFGH228ImsI+QtPYz6awj9A09rOu9/Ekd8862kppCXzBVsDWcPpLoEflhe4+A5iRwNc7LDPLd/ec+nitZGkK+whNYz+bwj5C09jPhrKPiWxj3w20CKdbJ3jbIiISo0SGbwHQO5zuBnySwG2LiEiMEtkUMx9408xOAC4Dzk/gtmuqXpp8kqwp7CM0jf1sCvsITWM/G8Q+JuzmKYCZZQKXAH9x920J27CIiMQsocEuIiLJ1+hucJpZevg7zczSqi4zs5Qq81Lrs3ySeDU95g2dmTVLdhmkfiTrWDeqN0RoppmdBfwHsNDM1pnZ+2b2BrAQ6Fy+Ytg0tKSxvfHjYWbHVJrOTl5Jaqb82JjZnErzXi5fZmZGDY55Q2VmU83s4vDh05WmMbMBZjYm/BloZh+a2VIz2xn+3lH+4daQ1eR91hjPVzM7zsyGhtN3mdmow6x32GNdXxJ587S+TASGAz8H1gFXA58CrwPfALvMLM3d97v7TjNbTtCnPh8O1ODdvTQZhY+VmU0GlgP9gK+Ap4C5wMDyspvZDwm6lj4HLA2/BLYReMvMern7x0kpfIzM7ERglpmVAT3MbGm4qHw6FbiHoxxzd99R74WPkZm1AP4L+B+g1MzaAoOB3WY2OFxtJ3AMQXfh94BCd+9nZnnh76Xuvi8Z5a+hq82sq7v/JPxwvtfdN5YvbOznK3AxcBbwKrAP2F95YYzHeoG7L6vrgjaqNnYzSy8/wc0sC7id4E0+HzgWMGAFcD1wKsEXpr4Jn34aUEhwMCa7+4L6LX3szKw1MAZoRlAbTQH+N0G5r6xUM2oO/ILg79ANKAMuB4rc/el6L3gtmNk9wCqgA9DZ3R8L5x/1mLv7yOSU+ujM7AxgEcF59xXBm/63BPuwD/iA4JuKnwOt3f0FM9sQzusOrAW6uXtmEopfI2a2Arja3beY2W8Jgv0TM5sKTCHY30Z7vprZAuAEguPYkeCYbgPSgVnAm8RwrN39qTovayML9ikEvW7+5O73hfNWuft54Vg1Z7v7g+H8+4G17r4wfLweOM/dvznM5huMsCZ7a/izFngLaAN8D/gncDLByfIbgpOnslSgFDgFuNTdN9RTseNmZssIyp1F8GFVCOxx9wE1OeYNkZlNALYApwN/Ac4ENgPZwBDg98C3gH8j2PfpwFR3vzissfcNr14u8Qb8ZjWza4HH3D07fPxb4F4gl+C4PgUsoZGer2Z2DjDF3S8LH48D/unuL1RaJ5Zj/YW7v1jX5W1UTTHuPtHMFgOXmNmPCMZlWBj+kTOAb8zsCnefD8wBfhIu/w6wqTGEeqiU4GSYRnClcTzBJeADwN+BmwhqCi+G80qrvunDQNxbf0WulW/cfZCZXQM0c/eZZvY61PiYN0S/B4oI3uz/TtB89AxwI3AtwVXZxwRXli0Jmpj+LQzzbuHvswlqhQ3yeJrZ6cAdHBhSpNxPCGrlNxIEd2M+X1sDD5lZatVm3PKmX2I71rvqo7CNKtgrcYI/4iSCy9Vya8sv4d19owXOBx4K120s0gjKex1Bu/I+4DHgHIKTf5O7fwTcY2aPAt8zs1KC8XrOA37t7jclpeQ1YGb9gfuAM8MA60DQNnkdQagtAyaEqx/1mDdQHQhqrr2Bt4ELCL6l3ZXgHsq3gNUEwd7a3T8jaEakvI09GYWuob3ASILmQszsWwTBtgR4IAzxRn2+uvufw/tzfzWzEsKmGDPLBfYAA4jtWO+uj/I21mC/gqB2cybQz933W9AN7vUq640H1gB/dvf/V89lrI2TCNokTyFoi+xO0NY+L1y+KGxnN3d/ACC8Kvkv4FJgWXgSuruX1Xfha2AZsMzdS83sWIJ284+B+e7+anhMywiaoGI95g3NVoIP50IgD9hBcNU1n6AmdycH7gOdamY3EDSzGQdq7M2B69z9k3oteYzc/e8AZoaZDSG42d0SmFFeM4/C+RrW1HtC9U0x1OxY16nG2A0wk6D3wE+PtJKZdQOeBn4FpJvZr8JLxgbP3VcAvyMIvheBl8IbiGsIAm41QU+fP5tZnpnlEdy86UxwqfsnghrCufVf+tiFbxQLu5AtJvggHgV838x+DmSFb/SYjnlD5O6b3P1vBEENQVPLS8B/E7zx/52g1noHwT6ucvdLwpr6Onfv5+4XNNRQr8bnBDdE3y2fEfYO+R6N+HwNr/4P+52YsJLxcQzH+p91XVZonDX2jsC1YVfGNOANM3OCP6aZWXeC7lTvElwG/g/Bgn7A42bWleAmTUPvWvUs8DVB7ecfZtYZOAMoAXq4ez4HBl0j3O8x7j4mGYWNR9g9bD7BB9UAd/8yXPTjMOxnhF3kjnjMk1H2OLQmaCe/FphJEGaLCD68XwP+j7t/ZWbXm9l0gqan8hq7AfPqozdFLaWUXxlb0IU1i2AwwFFAprs35vP1HGCamR3U7TQ8PyG4qroe2MQRjrW7f1AfhW1UvWKqMrNm7r63yjwDWrl7tW1Z1T2nobHgi1XPEJwkjxHcjJlKcCn3OUF/9mvL+wib2SDgNiC//FI3qhrD8auNsFZYVvnmYnhOpzSC716scvfzwulBwF0EvV52AndUarJpMudrsjTqYI+ySnfaD3ljm5lVeeMfS9Bz5oOG3EYpAjpf64OCXUQkYhrjzVMRETkCBbuISMQo2EVEIkbBLiISMf8fHgGDH2OhjBMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "man = np.array([85.5,91,72,59,66,55])\n",
    "woman = np.array([94,82,59.5,62,49,53])\n",
    "x=np.arange(1,7)\n",
    "# bar_width=0.45\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "plt.xlabel=(\"学科\")\n",
    "plt.ylabel=(\"平均成绩\")\n",
    "\n",
    "plt.bar(x,man,width=0.3,bottom=0,label='男生平均成绩')\n",
    "plt.bar(x,woman,bottom=man,tick_label=[\"语文\",\"数学\",\"英语\",\"物理\",\"化学\",\"生物\"],width=0.3,label='女生平均成绩')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "random_ = np.random.RandomState(1680210)\n",
    "random_x = random_.randn(10000)\n",
    "\n",
    "plt.hist(random_x,bins=100)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x= np.arange(12)\n",
    "y1=np.random.randint(100,370,12)\n",
    "y2=np.random.randint(100,370,12)\n",
    "y3=np.random.randint(100,370,12)\n",
    "plt.stackplot(x,y1,y2,y3,baseline='zero')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data=np.array([1,2,3,4,5])\n",
    "labels=np.array(['1','11','111','1111','11111'])\n",
    "plt.pie(data,radius=1,labels=labels,autopct='%3.1f%%',wedgeprops={'width':0.1},pctdistance=0.95)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "labels= ['购物','人情往来','餐饮美食','通信物流','生活日用','交通出行','休闲娱乐','其他']\n",
    "money = [800,100,1000,200,300,200,200,200]\n",
    "dev_position=[0.1,0.2,0.3,0.4,0.3,0.2,0.1,0.0]\n",
    "plt.title()\n",
    "plt.pie(money,labels=labels,autopct='%3.1f%%',explode=dev_position,startangle=90,shadow=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "ename": "TypeError",
     "evalue": "boxplot() got an unexpected keyword argument 'width'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-4-534c1e845abb>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[0mdata_2018\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m5200\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5254.5\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5283.4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5107.8\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5443.3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5550.6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m6400.2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m6404.9\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5483.1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5330.2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5543\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m6199.9\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[0mdata_2017\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m4605.2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4710.3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5168.9\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4767.2\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m4947\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5203\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m6047.4\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5945.5\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5219.6\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5038.1\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5196.3\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5698.6\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mboxplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdata_2017\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mdata_2018\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'2017'\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m'2018'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mmeanline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mvert\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mwidth\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0.5\u001b[0m \u001b[1;33m,\u001b[0m\u001b[0mpatch_artist\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     11\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: boxplot() got an unexpected keyword argument 'width'"
     ]
    }
   ],
   "source": [
    "x_speed= np.arange(10,210,10)\n",
    "y_distance = np.array([0.5,2.0,4.4,7.9,12.3,17.7,24.1,31.5,39.9,49.2,59.5,70.8,83.1,96.4,110.7,126.0,142.2,159.4,177.6,196.8])\n",
    "plt.scatter(x_speed,y_distance,s=50,alpha=0.6)\n",
    "plt.show()\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "data_2018 = np.array([5200,5254.5,5283.4,5107.8,5443.3,5550.6,6400.2,6404.9,5483.1,5330.2,5543,6199.9])\n",
    "data_2017 = np.array([4605.2,4710.3,5168.9,4767.2,4947,5203,6047.4,5945.5,5219.6,5038.1,5196.3,5698.6])\n",
    "plt.boxplot([data_2017,data_2018],labels=('2017','2018'),meanline = True,vert = False,width = 0.5 ,patch_artist=True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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z7x8Db+6av4HOIfmXgclm3hHAvwB/DnwVOHORs70oQ6/x+523xDkvAf6XzlHXg8A24DTgEeArdM7rHtmse09z/8vA+Uvwes/O2neupcx6gP1vK/C+rmUGZZu+jM6H60PA54G1dD5MbwZmgOOB4/qZt8Q5J4DvdO2nbx2E9/1C3vwfzUugudD3q8AXM/MbgzB+v/MGUfONbDPw9cz8Stt59uuVa1CzzjYIOaPza8ibgIeyc7qm73mDaFjeT7NZCpKk4jUFSVKxFCRJxVKQJBVLQZJULAVJUvl/5rcO4OMzKLAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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8837uvmw2X75w4us/AoEAf/u3fxs/dOjQb1taWm6Y0ko4A42BECLH6/W+86UvfWnWN7/5zdPKCsRiMRoaGujo6MDr9VJdXY3VOvTTUSsOdQb5+aYGfr+thZQiObemgCsXeZhVOjGqTFJV8NXvpGDGklP+T0nEiPa1kwj1Y3OXYMsvxWA89it76OWD7Gr18+qdf5Nx/EJLVFXlhhtuSLz66qsvtra2/t2HvUDpjDIGQojc8vLy9+6+++6ar33ta6eNIfD7/dTV1REKhaitrcXr9eoqlCql5O36Ph7ZWMdfD3RjNRk4f1YxaxZ4KMubWFWmmL+HVCyMs7R62PeoSopYfxcxXyfmnDwcheUYLTa6gzHuenonH51fysOfXjqBqz5ubarKl7/85cT69es3DjQ7fWj7Gs4YYyCEyC8vL3///vvvr7j11ltPC0MQCATYt28fUkpmzJhBYWGhrqW2KUXlT7s7WLexjt2tAXLtJi6bV8Yl80rJtWnbEZgp/iP7cRRVZBQ4lFISD/QS7W3DaHWQU1LJH3Z287v3W3ji5uWsml40ASsemq9//euJp59+ektLS8vFH1bNxXEZAyGERUqZ0HA9w10nv7y8fMf3v//98s9//vMTG20agkgkwv79+4lGo8ydOxe9g5eheIrfvnuEX7zRQGt/lHJ3Oij4kRnFWEyTl0mVqoqvfgf508/KyghKKUkE+wh3HwFbHv+80YfbYeFPX/0IZuPkfT/f/OY3E//7v/+7rbW19fyJ+FyfbmT9hBVCPAi8JKV8FfhPIcRvBv6OEOJyoGbgrc3AQ8AR4GzgPWAJUJaN5R3YGrz/gx/8oPz666+fVEMQj8c5dOgQfX19zJ49m5KSEl09gc5AjP95s5HHtzQRjKWY63GxdtlsllS5MZwGRVWJkA+L0531z0AIgTW3EIurgFh/F5+o6WXd7hC/erOBm86frtNqR+cHP/iBBVjy2GOPvSKEuOjDtmXI2BgIIezAz4FDgCKEcANXAyEhxNUDb/MBLsAO7AFapJSXCCE2DPz5SpaGwOn1et974IEHKibTEEgpaW5upr6+npkzZzJ//nxdjcD+jgCPbGzgue2tqDIdFLxqkYcZJaeXVHs80Iu9wDPm44UQ2PNL+ZtlRbzZtYsf/WU/qyutzK0duYpRT37wgx9Y4vH48t/+9rd/FkJc/mEKKma8TRBCzAf+DKSAIGmj8CRwHZAE9gM9QCfglFL+Ugixe+C1s4DtwGIpZUbqmEIIu9fr3XrvvffOuv322yctRhAMBtm5cye5ubnMmTMno4EgY0FKyVt1vfz363VsPNSD1WTggtklXLGgjNLc00+qPb1F2E7+9CWaGMbW/ij3/m4n51dZ+fI5eSxYsECXYqxM+eIXv5hYv379i62trZ/4sKQds7nJLgfuAuYBG4EFpA3DG8DHgS1AIekb3yqE2AV0SikvHvAMLhBCvCKEEKM1iwghjF6v9/Xbbrtt0gyBoigcOnSIrq4uFi5cSH7++BV+hyKpqPxxZzvrNtaztz2A227mU+dUcsncUpy20yJOOiSJsB9zTp5mHpLXbeeKBWW8sLOdzyyvYfPmzdTW1lJdXa2rFzYcDz/8sCUSiVz+yiuvrANumvAFTALZeAYzgG7gDqAVeBX4L+Bm4JmBr3agDHAA64DXSccOjo8ZeEYLzlRUVPxszZo1N6xbty7zZnoN8fv9bN++Ha/Xy7Rp03RJEwZjSZ585wiPvtFARyCGN9/OlQs9rJ5eNKlBwUwJtB7C5i7BkpOn2TmjCYU7n95OZYGDZ25ZzsGDB/D7/SxdupTJ6EBVFIWLL744vnPnztv6+vp+PuELmGCyMQYfAa4HzgPeGXi5BdgAXEx6q/Aqae/AKaX85XHHbpBSXpDJdQoKCj6/YMGC/3rttddselbsDYWUkoaGBlpaWliyZAl6jFNr64/yy7caeWJLM6F4inmeXK5a5GFx5ekRFMwEKSV9h7dRMEObLcLxbDrUfYKick9PD7t27WLOnDl4PGOPT4wVv9/PsmXLogcPHrxQSrllwhcwgWRjDKYBNuCTpA1AL3AYeJa0d3AX8ARQASwF6kjHEwTHPAMr8A9SysZhrnHOzJkzX3/nnXccbrd7zN/UWIjH42zfvh2Hw8G8efM0Lx3e0+bn55saWL+jDVVKlk8r5MqFHqYXj56fP91IhPqJB3pwlWtfRiyl5Dvr99IdivPanReQ5zCTSCTYtm0bdrud+fPn61rWPRQHDx7k4osv9re0tMyXUrZO6MUnkKzrDIQQ3wFeA3YBjwC/I20QngL+QtpYvAM8KqXcPXDMqJ6BEMLj9Xr3vvLKK+6JVicafPrMnTuXsrIyzc4rpWTToR7+e2Mdbx7uxWY2cOFAULDYdfoFBTMl2FaXTg069THYQykqSylpbGykubmZpUuX6uK1jcSLL74ob7rppubW1ta5UsrohF58ghiLMfgR8CIwh3Q84K/AH0lvEf4X6JFSBoUQ1wOfAyTHPAMB/F5K+fBJ57R5vd69P/vZz6qvuuqqCd0wNzU10dzczDnnnKPZvjSRUlm/o411G+s50Bkk32Hm8vllXDS3FOcEyH3pybEtwlkIod+vajhFZb/fz7Zt25g3bx4lJSW6XX8oHnzwwcRPf/rTN44cOXLJB1ExSbdyZCGEEVCP/6GJ9AbTcHzuVgghKisr/3zrrbde+K1vfWvCAoZSSvbs2UMsFmPJkiWauJ7+aJLfvNPML95ooCsYp7LAzpULy1k9vRDTJFbWaUkyEiDa10FuxSxdrzOSonI8Hufdd9/F6/VSW1ur6zpOZu3atbHXX3/939va2r41oReeACa9N8Hj8TywevXqbzzzzDP6tvcdRzKZ5P333ycvL4/Zs2ePOwjW4ovwP2828pt3mokkFBZ4c7lqYTmLKrRLvWWKVFWkemqdjDAaNXmSB9vrsTjdWF3660e8vLeTX7zZwE/WLuHqkxSVFUVh+/btmM1mFixYoGtj2PEkk0lWrlwZ27dv36fC4fDzE3LRCWJSjYHZbL5k/vz5L7z99tvWiSowiUajvPPOO8yYMQOv91RJ72zY3epn3cZ6/rizHYlk5fT04FG9tP2kqqIkoqTiUZREDCWR/lMqx1XNCsOAPuHxRkimDcTR37XAYDJhtNgxWmzpP63pP0cyXlJKfHXbyJ921ikaiHowmqKylJJDhw7R29vLueeey0TpWrS1tbF69epwY2PjEinloQm56AQwacZACJFXWVnZun79+pzFi4dX1NWSSCTCO++8w6JFi8bcXCSlZMPBbh7ZWM9bdb3YzUYumpMOChY6tXNupJQoiRjJSIBUNEQyGgIkJqvj2A1ssWG02BDGoRWRRzq3VJIoidiJhiUeRRiMmB2utDKyw3WCWlEyGiTS00Ze5WzNvs/RyERRuaWlhcbGRpYvX65bhejJvPzyy9x44411LS0tsz8oJcuTZgyqqqrW33777VcsW7bMWF1drXulWSgUYuvWrZx11lmMJW0ZTyk8tz0dFDzcFaIgx8IVC8q4aE4JDos2TySpKiTCfhJBH8lIAIPZiiUn96hkuTDon1JTU0mS0RCpaJBEOIBUU1hy3Fhc+cQDfVhyXFhzJ7bVOBNF5ba2Nurq6li+fDkWy8SEnm6++eb4+vXrv9/R0fF/JuSCOjMpxsBut19x9tln/37Tpk02RVHYs2cPiUSCxYsX6/KLDAQCvPfeeyxdupS8vOwq5vyRJL/e0sQv32ykOxSnutDBlQs9rJymTVBQqiqJkI9YfxdKIobF6cbizB9SjnwyUBWFZLifeDC9RlteEbb80vT6JigekqmicmdnJwcOHGD58uW6K0xBesu5aNGiyOHDh5dIKQ/qfkGdmXBjIITI83q9jW+99Za7qqrq6OttbW0cPHiQhQsXUlhYqNn1/H4/77//Puecc05WuekjfREefaOB3249QjShsLgijysXlbOgXJubIBkNEfN1kgj7sTjd2NwlGQmETBapWJhQZxOOIi+x/i5S0RAWVwH2/NIhJyhpTaaKyt3d3ezdu5fly5dPSKPTxo0b+cxnPlPf0tIy60zfLky4Maiqqnrhvvvuu+xLX/rSKb51JBJh27ZtFBUVMWvWrHHfdOFwmHfeeYdzzz0XpzOzG23HkX7Wbarnz7vaEUKwanq6UrC6cPxBQSkliZCPSE8rwmDEXuAZkx7AZBDqbMJkdWBzFwPpLU080Ee0rx2DyYKjqByzQ58Jy5CdonJPTw979uxh1apVExJDuPXWW2PPPffcv3R0dHxH94vpyIQaA7vdvubcc8995vXXX7cPdwOoqsrBgwfp7e0dV4NKPB5n8+bNGcUIVFXy1/1drNtYzzuNfTgsRi6eU8Jl87UJCkopifV3Eu1tx+xwYS/0jjps5HSjr2477poFJwiaDpKMBIn0tqImEziKvFhcBboYuGwUldvb26mvr2fFihW6ly/HYjEWLlwYOXz48NIzecjrhBkDIYTb6/U2bN682V1ZWTnq+3t7e9m1axezZ8/OukElmUyyefNm5syZM2KVWiyp8Oy2Vh7ZVE9dd5gip4UrFni4YHaxJkHBQc2/SPcRLK58HIVeDKbJ0SocD6l4hFBHI+7qeSO+T0nECHcfQYlHySmt1rSjcZBsFJUbGxvp7u7mnHPO0d372rhxI5/+9KcbWltbZ56p24UJMwaVlZV/vOeeey67/fbbMzbTiUSC7du3Y7VaWbBgQUYWXlVVtmzZQmVlJRUVQyvm+MIJfv12E798q5HecILaohyuXOhh+bQCTBoF7RKhfsJdTZhsThzFlRjNk9KNrQnhriMYzBbs+ZlNP0rFI4Q7m5BSxVlag8mmXd1FtorK+/fvJx6Ps2jRIt0Nwi233BJ//vnn/7Wjo+MBXS+kExNiDIxG48WrVq364+uvv27NtlLs+AaVJUuWkJs7/L5USsm2bdvIy8tj+vRTtfSaesM8+kYDT209QiypsqTSzZWLPMzzaBcZV1NJQh0NqEoKZ1ntGbcdGIq+uh24a+YPuUUYiWQkSKijAbMjl5ySSs1So8+815KxorKUkh07dpCTk8PMmTM1uf5wRCIRFi9eHDl8+PACKWWDrhfTAd2NgRDCUFFR0fynP/3Ju3DhwjGfJxAIsG3bNkaqSWhoaKC/v58lS04c6PF+s49HNtbz4u4OjAbB6hnpSsHKAseY13My6bhAF9HeVnJKqrC49JVNnyiURIxg22HcNWObYymlJNrXTszXSU5pDVbX+BWjEimVu5/Zgdth5o9fGV1RWVVVNm/ezKxZsyguLh739Ufit7/9rbznnns2NDU1XaTrhXRAd2OQk5Pz6auvvvrRJ598ctx5HkVR2L17N/F4nLPOOuuEmoS+vj52797N6tWrMRqNKKrklX2drNtYz3tNPnKsRi6ZW8pl88vId2jrsivJBMHWQxgtNnJKq7N+gp7ORHpaEAYT9oLxtXYryTih9nqEwYSrfNq4vYR3G/v495cPcv9V87jxvNGblWKxGJs3b2bFihW6qyadffbZ0ffff3+llHKHrhfSGF2NgRDCXF5e3r5ly5bC4fbvY6GtrY0DBw6waNEiCgsLicfjvPXWWyxfvhyD2coz77Xw8031NPZGKHFZuWJBGRfMLtFlwGc82Ee4swlnWQ0Wpz46iZOJr34neVVzNQl8HvOe2nF5Z4yrrkJKyb+8uJ+GnjCv3XUBRRlkfXp7e9m7dy+rVq3SNcOwYcMGrr/++l1NTU2LdLuIDuhqDAoLC++47rrrfvjwww9rXg4WjUZ5//33KSgooK+vjyJvDX8+HOZXbzXiiySZXpzDlQvLWVZbgFGHwaNSVQl1NqLEo+RWzMRgOnMDhMOhJOMEWg6SXzv27d1QpOIRAi2HsOUVYS8sH/N2alBR+e+Xennwmsz6WwbH4OndD3PhhRdGNmzYsEZK+bquF9IQPfUMcrxeb9vu3btz9ZIwk1Ly1ltv8fz+IM82SOIplbOr8rlykYc5ZS7d9uxqKon/yH4sznwcRd4PRGxgKCK9bQA4CstHeWf2SFUl1NGAVBVc5TPGXHr9+JYmXtjZzrNfXs1ZlaN/zqSUvPfee3g8nnF3rY7Erl27WLNmTVNLS0vtmSKEolvxe1lZ2f1f+MJYAKTMAAAgAElEQVQX7HpqGfr9flRV5dU2Ax6H5PuXV3HXZbOZq2F24GRS8Qj9jbtxFHnJKa74wBoCSA9JseZqVxp+PMJgwFU+HZPdSX/jbtTU2MYb/t2SCvIdZu5/bjeqOvo9J4Rg0aJFHDx4kFgsNqZrZsLChQtZtmxZidVq/YRuF9EYXYyBEKLQYrF86Rvf+IZuFTaKorBjxw6mz1lATzjJilnlFEo/gdbDQ4p7aEEi1E/gyAFyK2ZNiLjHZKKmEiDlCS3MeuAoLMdRXEl/425SsXDWx9stRtYuq2Jni5+n3zuS0TEWi4V58+axY8cO9Hxo/+hHP7IXFRX9TAhxRkSUdTEGFRUVP7rjjjvsejaKHDhwAK/XS1cs/WQuz88ht3IOZrsTX8OuMX2wRiIe6CXU2YS7Zr6mRTSnK3p6BSdjdeWTWzGbQMvBAd2G7DhvRhGzS13864sH8Ecy8zBKS0uxWCy0tLRkfb1Mqamp4bLLLnPl5uaeMoRFCFEqhNg08HezEGK9EOJNIcSNw72mN5obAyFEpc1mu/a2227TLVzr8/no6+tj+vTp1HenPzzl7rRKj72gjFzvLAKth4j0tmti+WP+HiI9renCmw9goHAoJtIYAJhsDvKq5hJsPUQyEszqWCEEn19dQ38kwUOvZN5JvGDBAg4fPkw0qp/Y8Q9/+EOby+X6oRDi6JNRCJEP/AoYfKrcDrwnpVwNXCOEcA3zmq5obgwqKiq+e8cdd9j0kqBSVZWdO3dy1lnpMeB13SEMAkpdx9xZk81Bfu0ilHiEwJH9Y96PAkR9XUT72smrnveBqh8YCTWVRFWUCWlNPh6jxZY2CG2HSYT9WR1bU5jDRXNKeWxzE/s7AhkdYzabmT9/Prt27RrLcjOipKSEj33sYzlOp/P6415WgE8Bgwu9gPSoAUiPLjxnmNd0RVNjIIRwCiGuuemmm3QLTDY2NlJaWnq0Jbm+O0xZru0UoZHBAJXNXUJ/4+6sP1yQ9ghi/Z24P0SGANK1E9bcyYmJGC028qrnEWqvz3rL8MlzKrBbjDzw3J6MPcKSkhKEEHR3d49luRlxzz33mN1u9z8PqIMjpQxIKY//QOaQHlkI0AeUDvOarmh607rd7ls+9alPWfWSnUokEjQ1NTFjxrH21cNdITwjdK9ZcwvJq55HuKuZUGdTxh+SRNhPpKeVvKq5EyI3Nh6klKipJKlYmETYTzzQS8zfffQrHuglEQ6QikVQjxdPHYZ4oGfCpc2Ox2i2Ht0ypOKZu/Aum5lPnlPJloY+XtjZnvFx8+fPZ+/evaiqPsOWa2pqWLRoUR7wN8O8JQQMfoidpO/LoV7TFc0uIIQw5OTkfOPOO+/ULYOwf/9+Zs6ceVQFV1Eljb1hPHkju7NGsxV3zQKEMNDfsAslMXJKKRULE2qvJ69qzmnnEUhVHdAPaMN/5AB9ddvx1W3Hf+QAkZ5W4oFeUrEwSiJ+9CsZDRH3dxPuPoK/aS99h7fRV7eDQOshon0dpGLho0ZSVVKoqeSkN1gZLTZc3pkD27wR5/SewMVzSqgtyuF7f9xLOD664QNwOByUlJTQ1NQ01uWOyr333muvqan50TD//R7pGaYAi4HGYV7TFc0+6QaD4dLly5c7tRxPdjyBQIBAIMDxzU4tvghJRY7a1w7pIFNOSSUWZx7+5n04iiux5Z369FOSCQItB8mtnK17Wi1TlGSCRLCXeNCHmoxjsjsx2104iryYrI4xFexIVSEVi5CMBgl3t5CKhTHZcjAYjVhyJnbO5XCY7U6cZbX4m/enjXkG36fBIPj8qhoeeH4PD792eFhF5ZOZOXMmmzZtwuv16qLDef7555ObmztHCFE7REfjr4A/DQw3ngdsIb1FOPk1XdHMM6iqqvrBnXfeqVvEac+ePcyfP/+EIp+6wUxCXuZPMbMjF3ftQuL+HgKth06oSZBSJdByYKD1WLuOxrEgVYVYfxf9jbsJHNmPVFWcZbUUzFhCrncm9oKyAcXksf0KByXRHYXl5FXOpmDGEhxF3vQ2I9iHv3k/8UCvrnn4TLA43Vjzigm212V8zKxSFx+ZUcQjm+pp7MksxWwymZgxYwYHDugnVHTrrbfaKyoq7h389+D8USllE/BR4E3gEimlMtRrui1sAE2MgRDC43A4Zq9atUqL051CX18fRqOR/PwTG4Hqu9O/6HJ3djbIYDSRWzkbs911Qk1CqKNpQJ148p6MSjJBqLOJvrodKIkYrvIZ5E9bNOAF6Oe6CyEwWe0IYSB/+lk4iitIhP346rYT6WnNKNagF/aCMpCSaF9HxsesXV6FyWDgu+v3ZHxMRUUFfX19J1Qm+nw+1qxZwznnnMOtt94KwBe+8AVWrlzJ9773vcy/CeCGG24QUsq1QohTttJSyjYp5VPHBxaHek1PNDEGpaWlX73++ut186kPHjzIrFmnzvar6w6RazPhsmUfpjixJuEwgZaDKIkojiLtuiuzQU0lCLbX42/ei9Fip2D6WeSUVE1oei8e9GFx5WMwGDDbnbg803APNCn1N+wk3HVEt+rOkRBC4CqfTtTXSTKaWQ1CvsPC3y318tcD3by6rzPj60yfPp26umNeyGOPPcZnPvMZtm7dSjAY5MEHH0RRFDZv3kx9fT2HDmU+UMlut3PRRRdZjEbjVRkfNIGM2xgIIQxGo/GWW265RZeQe39/P0KIIUVN67rDeLLYIgyFyeYgt2IW8WAfUqonjiqbAKSqEu5qpr9xD2a7i/xpi7Hnl0zKzIShsggGowlHkTc9Us1oxFe/g2hfx4RvH4TBSG7FLIJZlJtfPr8Mr9vOd9bvJZbM7Biv10t3dzfxeByAwsJCdu/eTX9/P0eOHKGhoYFPfvKTAFx66aW88cYbWX0fX/nKV2yVlZWn5dAVLT5xFy1fvly3hqQDBw4M6RUA1HWFst4inIyUklB7HXlVc3EUeNI1CaH+cZ0zUxKhfnz1OxAGI/nTF2NzF09a45NUVZR4dNhSa2Ew4Cgsx127CCURpV+Hku/RMFnt2AvKCHU2ZvZ+o4HPraymeWAGRiYIIZg2bdpR7+C8886jqamJH//4x8ydO5dEInG027GgoIDOzsy8jkEG5nfUCiGqRn/3xDJuY1BbW/uVz33uc7r4soFAAFVVT4kVQHrSUW84MW7PIObrwGi1Y8nJO1aT0N2SVU1CtkhVIdh2mEhvW9oIFXk1mZA8HhIhX0YzHAxGE86yWpyeaQTb6gh3H5lQL8GWX4YSj2VcRLaows2ymgJ++tfDtPVnVrNQUVFBZ2cniUSC73znO/zsZz/j/vvvZ86cOTzxxBNHy5dDodCYahOuueYam9vtXpv1gTozrk+gEEIkEonz16xZo9V6TqCuru6EAqMT/q/nWE/CWFESMaJ9HThLa46+lq5JmJ9xTUK2pGJhfA27MNmc5FXNnfCS3+HIthfBbHfirl2AVFX6G/egJOM6ru4Y6fjBDELt9ahKZq7/Z1dUoaiS7/9pX0bvNxgMVFdX09zcjM/nY9euXSiKwpYtW7jvvvuObg127NhBTU1N1t/D2rVrDW63+5TmpclmvI+jpQsWLDDpkZdNJpP4/X6KioauhKvrGjQGY7+ZQh0NOMtqT6kwHKxJcJbV4G/eR8yvTalqzN9DoOUQud5Z2AvKThstBKmqJKMhTPbsemGEMOAsrSanuAJ/056sG4zGitFixZZfRqQns47DYpeNqxeX88ed7bxV15PRMZWVlbS0tHDfffdxyy23kJeXR19fH3fccQePPfYYX//613nqqae48sors17/zJkzMZvNHiGE9oMlxsG4jEF5efn111xzjS4J+SNHjlBZWTnsDVPfE8ZkEJS4xmYMBuMCI6URj9YkBHpPqUnIBikl4e4jxHwduGsXYLJNbg3DySTCfiw5eWM2Thanm7yqeQTb6zQznKNhLygjEfJl7Ll9bHE5JS4r//z8HpLK6K692WzG7XYzbdo09uzZQygU4uWXXyY3N5cNGzawYsUKXnvttawH+Q5y2WWXmYxG4xVjOlgnxmUMjEbjJ6+55hrNH29SyqPGYDjqukKU5dnGpG8opSTU2YizbHRVXYPRRG7FbMwOF776XVk3z0gpCXU0oCTi5FVnP3tgIogHerAOUY2ZDUaLDXfNAmK+TqJ9mfcFjBUhBM7SGkIdQwcG/+/9d/PGqy8C8IP7vsqXr1tDed92DnaGeGxzZmXH1dXVNDY2nvJ6fn4+n/zkJxlPte3atWutNTU1t435BDowZmMghKgsLi7O0SOL0NfXh9PpHLEs9HB3iLLcsXkF0b4OLM78jPfrQgjs+WXkVs4i2FZHpLcto6CZlJJgWzoq7SqfftpsC45HSkkyEtRkaKrBaCKvah7xYHq4rN4MenUnZ3+2v7uZvp4uzrv4cja89AKqqvDIMy+SbN7GrEIzD71ykJ7Q6DGO/Px8otGoLvJoK1euJB6PLx6qAGmyGLMxcLlcf//xj39cl+hXU1PTiIGZpKLS3BsZU/BQqioxXzuOouzFME1WB/m1C1ESMfzN+0bUSUinLOsxGI3puMRpaAgAkmE/Zod2mpHCYCCvcg7JSIBIr/4eQk5pDeHuY3JnqWSSf/nWHZR5K9n48p94f8ubXLTm4wAsP+8CZiXriSQUHnxxf0bnr6qq4siRzOTUskEIwYoVKwzAas1PPkbGbAyKior+8brrrtPc51UUBb/fT0HB8P30R/oipNTMGpROJtbfiTW3aMzuujAYcHmmYS8oG7EmIdLTgpQqOaU1p60hgHQWwZanraKRMBjIrZhNPNBDzJ9ZwG6smKx2DCbL0VTjn//wW2pnzOazt9zO3p3b+P2vH6W4ND24NzcvH8XXxhULynhqawvbj4xeT+L1emlv18eoXXPNNY7q6uqbdTn5GBiTMRBCuIxGY8VwxUDjobu7m+LikYtvjvYkjNK6fDJSqkT7OrBrIP1tdRWQVz0/XZPQ0YiUx4JSsf5ukpFgWgL8NDYEUkoSYT9mHaYlC4OBvKq5RHpadM8y5BRXEBnwDg7u3cXHP/U5CotLufzj13LWuSuJD7j50UgYqap8Yok3Y0Vls9mM2WwmHNa+wOrqq68mlUpdIU6TD8lYjcGlF154oS57nba2NsrLR75ZB7sVRxI1GYpYfzcWV4FmQTyj2ZKuSTAa6W/YjZKIkYqFifS0klsx67Q2BACpaDDd+ahTwZPBaCKvcg7BtsPjkp4bDZMtB2EwkowEqKiupfVIOkC4b9d22luPsPO9twE4vG83nopKHBZTVorK5eXltLW1ab5uh8PBtGnTrEBmfdY6M6ZPQU1Nzdo1a9ZoXlygqir9/f1DVhweT113iDy7Gac185t6cACo1gNBhBDkFFfiLKulv2kv/U17ya2YdVpmDU4m5h9/FmE00vMna/AfOaBrpaKjqIJIbztXXfsZ3n/7Db649ip+//gv+Onjz/His0/zH9//J17983OsuvBS4CRF5ejIhqqsrIyOjsw7JrPhkksusdnt9o/qcvIsGZMxUBRlxfnnn6/1Wujp6aGoqGjUJ2p9dzjrYqNUNIjRYtdkZuBQmB2utDiIyUKkpyXj6rjJQkpJMuyfECETqysfs91JtFe/DIPJ7kRJRLHbbHz/p7/gv37zAo888yIebyU/ffw5Fpx1Dj/99bM4XemsiRCC61fV4AsneOjlkRWVrVYrBoNBFxXl1atXG8rLy0+LLsasjYEQwmQwGPJGCvCNlfb2djwez6jvO9wdyronIdrXMe5JwiMRD/aBVHHXLsSck0d/w84xzQCYKFKxMMYxqiSNhZySKmL+HlKxiC7nT6d/S4n6Tm0cys1zc/GVf0th8YmaorVFOVw8NzNFZY/Ho0sgcTDFqPmJx8BYPglzZs6cqflCIC0kMZqR6Qsn6I8ks1I3UpUUqVhYk1z60OdXCHc24iqfjsFgwJ5fSm7lnHRNQk/rpKsFDUXc3zOhcxHSatUzCLYdHvLn0dfTxfVXXwiki4RuvuZy/ufh4SQDh8aaV0zc353VzztTReXi4mJ6erTPjDgcDqxWq+P4uQqTRdbGwGAwnLNs2TLNFx6LxTCbzaOOyj42NCXzJcT9PVjz9GsPjvS0YMv3nDBgxWS1p2sSknH8zXuzEvUcC6qSIhHqJ9rXTqijkWBbHYGWQwTb6wh1NhH1dZCMBJCqks4ihHxYXRM7Qt5sd2Ky5RAfomT5Jz98gHg8ekKRUNuRJo40Zi53ZjCaMNlysspeZKqo7HQ6CYfDuhj2+fPnC2DSx7dnbQxqamquXrVqlebRsd7e3mGbko7nmNRZ5p5BOpeuT6BMScRIhHxDbkGO1SToo5OgJGJHJdL8TXuJB3sBMOfkYnMXYy/0YM0twmx3IVWVqK8LX8MufPXpGYOToVqUU1KVrsE47tpbN2/E7nBQWFRyQpHQsvMuYMfW7HRArXlFxAPZPcEzUVQWQuByuQgGtU+TLl++3G6325dpfuIsydoYpFKp5XpoHQ4GD0ejrjuEySAodmamsqYqKVQlpVurcLirmZyS6hG9jnRNwgIiPafWJIyFRNifFkptPYzJasddM5/8aYtweaZjL/BgdRVgduRitjsHdBoKcBSWk+udQcH0s47+X3/TPvzN+ydUpMRgMmNzlx6tTkwmEvzypz/ii3ffD0AsEjmhSKivJ7vGJ0uOm2TYn9UTfFBRuTMQ5+HXDg/7vqKiIl22CqtWrTJ4vd6rNT9xlmRlDIQQRiFEnh79CD6fb0hps5Op6w7hybNhyLBBKR7o1W1ispKIoSSiGQmoGs0W8qrnI4wm+ht2ZzUcZJBUPEp/426ife04y6aRX7sAm7sk6zRmMhLA6ZlGwfTF2As9BNsbCLQc0LUW4HjsBWXE+ruQqsJj//0f/N1nbsSVmy58sufknFIklA3CYMBodZCKZRe8zURRubCwUBdjsGzZMuLx+FmanzhLsvUM5syYMUPzjXcikcgoXgADuodZbBESwT6sGpfbDhLpacFRVJFxLCJdk1CBs6yWwJH9xPq7MjpOSkmkp5VAywFySqrJq5wz5jboVDyKwWQ5akAsOXnk1y7AmltEf+Mu3cuHIa1naHOXEPV18u5br/O7Xz/Klz/9MQ7t282bf33plCKhbLHlFRIP9GZ93GiKyoNxA61xOBxYLJYcIcSkDurI6pEihDj77LPP1nzBfr+f3NzRI/2JVLpBaXFFZp6JlBIlEcVo0V5iXFVSJCNBnJ7pWR9rdrhw1y4k2FZHItSP0zNt2Ke7VBUCLYcwmC3k1y4adyowLXp6qnG05hZizskj0HKQVDRETunIW5/xYi8oo79hF//5xPqj1/nypz/Gg//9OF9cexXdnR28vfFVHnnmpazPbc5xE+nJvmJwUFH58S3NvLqvk4vnnpiKFEJgtVqJxWLYbNpuO+fMmSPq6uoWAls1PXEWZPXJqq6uvvScc87RPHgYCAQyMgbNfREUKTPOJKRz6Tm6fKhj/V3jEjBNl+rOxpzjpr9haJ0EVUnR37gHiysfl2eaJjUB8UDfsCnFdAvyXBCCQIu+FYPpyL+T5HFahg8/8Tw5LteQRULZnnusAdLRFJVzc3MJBDKb8pwNS5YssRkMhiWanzgLsvp0GY3GWcNpEo6HYDCYkTE4OkEpw21CckDBRw9i/d3Y3OMfjGvPLxmyJkFVUvib9mIvLMeer80AXiURw2A0jhhjSIuGVGOyOYc0CKFggK/f+Cm+ev013PfFz5FMJMZcF2AvKMuqSCgbzA4XyUj2N+1oisq5ubm6ZBSmTZtmKCsrW6D5ibMgK2OQTCY906ZN03wRgUAAl2t0/b2jDUoZdivq1ZGX3nebNCttPlaTkMDftBclGSfYegh7QZmmKdFspivnFFdgtNgId52oCvTSc89w3Y1f5D9+9QyFxSW88sc/jLkuwGR3osQjuqQ4LTl5JEJjG0S0qMLNuTX5Qyoq6+UZ1NTU4HA49Knmy5CsjIGUMmesmm8jnBNVVY9OVh6J+u4w+Q4zDktmOxU1GdclpajHyPJ0TUIt9sJyfHXbkYDNXaLpNUbaIgxFTkk1qVjkhLz933/2RpaddwEAvt5eXnz26THXBQghsDjdusypMDtc4yoH/4cV1UMqKutVa1BTU4OUclJnKWRsDIQQwmg0at7lE41Gsdszc/vTQ1Mye6+qpBBGky7xgkSwT7d0pdFswWCyIhWFUEdD1qm14VCScRAiK29GCEGudybhruZT0o673n+XYKCfUo93XHUB1tyiMUX+R8NgsiCVsadKh1NUNhqNqKqqeTyloqKCRCJRrOlJsyQbzyDX6XRqvoBYLJaRMZBSUtcTyniLkIqFdZmkrCoppESX7sdBzUSXdwbumvkYTGb6G3eNqSbhZLKdizCIwWTGUVx1whSjQL+Ph757H9/8lx+Puy7AZHdmXROQKcJoGlftxPGKyqnjFJXNZjOplLZj+MxmM8CkphazMQae8ajBDkc0Gs0oTdMbThCIpjL2DFKx8LCjwsZDMhLAkqNPw1Mi5MNotQ8IjggcRRU4PdOyqkkYjrEaA0inHZV4lFQ8SjKR4Fu338g/3vVtPN5K5ixYPK66ACEEBrNV82E1kBY9GU91pcVk4LMrqtOKym8fi53YbDZd2pnNZrNRCKHLzNJMyNYYaN7vmmnOdrAnIdPW5fTcQO09g2Q4gNmhT4Yi0t1CTvGJN5PZnq5JSIT601WCYxgMq6YSICVG89gePOmhMlVEuo+w/ulfc3DPTn71n//Olz/9MaSUQ4qHZIPZkTemyP9omKwOUvHxtUyfU53Pooo8/v3lY4rKNptNF8XkgY5dfdVmRiArY1BRUaG5ulGm24TBTII3wxoDJRnHYNLe60rFwpjsOngc0RAGk3nIgGd6dsMsLM78gZqE7AJY2QYOh8Kck0cqFuFvr/scL71fx8NPPM/DTzzPmr+7btx1AeN9gg+HwWxFTY6vW1QIwedW1pygqGy323XxDEpLSwUwuqCHTmRsDNxu9/Ty8nLNC44y3SbUdYWwGA0UZtqglEpgMGu/r1dTiRNalbUi1t+JbZR6Aps7XZMQaq8fUF/OLIg1XNVhNgghsLmLhmw/Hm9dgF7GwGi2oKbGPwPS67afoKisl2fg8XiMgLa6fFmQsTHIz8+fM5pQ6ViIx+OZbRN6wnjcNgyZZgek1FzoU1VSCINRlwxFMhzIqOEp3aW4EDWVHKhJGPnJp6aSqIqiSYrVmluUVnTSGIPJrEuTlMFsHfXnkynHKypbrFbice0HzXo8HosQ4vT3DAwGQ1kmLcbZkkqlMmpQOtyVeSZBSgk63LBqMoFhjPvukVASMQxmS8bGSxgMOMvSNQn+pt3Eg75h3xsP9mHN1SYNarTYUJOJcbdgn0zauArN03XCYESOIcYyFMcrKq/f06N5NgGgqKjI4Ha7T5nuI4SwD/xpPbmZSQhhPznoONYpTdnUGVi0bs6A9I1rGKXmPp5SaPFFMpY6k0oKYdBenVhNJTCadZg4HQ1itme/17a68nHXLCDa20awvX7ItJ7WBVJGqwNFg1TnyaS9A23VoLT24AYVlX+8oYlgTHtjYLVasViGdOH2CSH+Hvg3oFUIERVCxIUQPUALcFSdWAhRA3SOJSuRjR9tNuuwB8+Ept4Iqsy8J0FKVRehz3S8QPufgRKPYrSOrbPSYLKQVz0Po9mKr+HEmgRVSaGmkpjGeO6hSEfodTAGZsuE6SmMlUFF5f5Ikif3aF+FONDGP5TreT1wM/BN4AbgHeAZ4HJgOfDWoMcgpWwE3gc+fdy6zZl4C1kZg5EGoepJXVd2PQlSVXUZDCJVBWHQPg2sJGLj2tOnaxK8uMqnEziyn6ivM61zGPRpXilptNh0qQkQBsOkyLBlS21RDhfPKeal+tioisrZMpQxEELYpZSvSykvB7zA3cBKYCbwOPAn4GekvQFFCBEGzgV+KoRQhRARoB/49mjXz/iOkVKaJsszqO/JUvdQJ89AqiroZGS0GLpitjtx1y4iGfYTaDlItL9TcwVkYTTqctMKYdSs9PqkE2sei7j27ApsRrj8/23S9NwmkwmDwXCyZ/AXIURICPGWlHK/lPJ8ICGlXAY8C3RIKW+QUrqBV4B/lVLmSSnzgDjglVLmSCnvH+362RgDYyaBPj2o6wpRmGPBZs7s+lLqdNNKedobGYPRSG7FLDCYSIb6MWpckq3Eo0fnGmpJrL9Ll4alVDQ0rh6FoXDZLeRb0kbg/ueGVkUaC++++y7Nzc3XH/+alPIjpL2BhBDiv4UQzwHvCCH+QFpROSqE+OHA2/8F+ByAEOJKoF9KOXx0+SQyfhwJIRRlkqYE1XWH8GQhjS6EATSOeKfPK3R5egmDduuVqpIWXR3Ir3fv3azJeY9dIH0TdO15S+PzqkR724j2aT+opGf/u5pml3qjkq5Y2nifa2zkhRcaNTlvXl4e8+fPf36Et3wPeB6oPe61BinlNwCklK+JNF8gbRjuy+b62RiDVDI58QEeKSV13WFWTc/C3RUGzdNf6dPqZGQMxrSC8zjPk4qFCbQewuYuxemZRqy/GzUZJ6ckex3B4Yj1d6Mk4+QUV2h2ToBgex3W3CLNxWj6Dm+jYIZ2AkJSStb9cS9GEeS1ey+kIl87z8vn8+H3+09Ve0mznHTQsAoolVLGB4KGLSe97wpgL9AspXw0m+tn45smEwl9B4EMRXcwTiieymqcWjoYpcf+U599bbpsduxFLOmhsh0EWg+R652Jo9CT1uvLLdC8SEhJxjBatK+1kKqqS3BWa17d38We9iCfXZijqSEASCaTKIoy1AfBAxiBT410vBDiWuBV4CXAKITYKYTIWII9K2MwGZ5B3dGhKdltE/S4aY1m7XPhML6GGjWVJHBkP8loiPzahSd0ahqMJgxGk6bRfyUe0ac1XKe0LWi3PegOxnliSxPLa9xcNl2H/pS0MRjqlzUDuGEgbWgE2oUQvUA76Sewr/MAACAASURBVJv+U0KIEPB/Bt53pZSyGngMeEQIkRBCfGS062e8TZBSJvSoxxZCoKrqsIVHxxqUsvAMjEakqn1RiMGkXXnr8ZjsTmJD1PyPRiLsJ9Rej6O4clh5NGtuITF/j2ZufSoW0UdtOpnUvOcjHenXJtovpeSRTfUIIXjgihnEdJgoHY/HSSZP/YBJKT993D+9UsoTGjlEurpqg5Sy86Tj/i/wf4UQOScfMxQZewaqqnb29mqvSGMymRgpMFnfHcZqMpCfk/kHJR1A1F7Z12C2jMudH450mW884zSVlJJwVzPhrmbyquaOqJNozS0kodFWQUnEMJgsOk1ulppXDEpVQWiQsgX46/4udrX6+eaauZS5MpvxkS0+n0/1+XwnxwBOYKibWqYZLtYw5DFDkfFv1e/3H9BjJPWgDv1w1HWnpc4yblAaRIf8ssFoOjq4VEuEEJgduSTDo6fWlESc/sbdSClx1ywYtVjJYDKDEGnZs3ESD/Zh0WFYq5pKILRX1ENNxjXxNrqDcR7f0sSq6YV8elmVLnMTANra2hJSSu1vsgzJ2Bj09fXVtba2au57j9YOWtcdoizDysPj0aPWPX1eiy7nHZwwNBLxQA/+5r3klFThzGLIiRY6g1LK9KyIPO1l+lKxiC5CNEpy/L0kg9sDhOBf/34RBoPQ0xgopOMAk0I2/l5bS0uL5hFEu90+rDGIJRVafdGMG5SOxzjOCP1w6NV7b7I7URLxIZ/gUlUIth0m1t+Nu2ZB1uk3a+7Yxo0dTzISwGix6xLkS8VCukjUqan4uLtM/3rg2PagsiBtsDIV5MmWzs5OCWQ/CkojsjEG7R0dHZpXHY2kJ9fQE0aSubrR8aSHb45P8moozA4XybD2El2D/QWR7hO3jKlYGF/DLky2HHIr54zpZjSaLSDluIKf4a5mzWsLBkmEA5gd2utKpmLjy3z0hOI8/nYzK6cV8pllx1TMMxXkyZaBmFz2kWSNyMoYdHaO7MaOhZG2CUd1D7PIJAyihf7dUJhz9NHrg/QTPBULkYpF0sNWe9uP1g7YCzzjCrClA4lj8w7igV4MJosuT28pJWpyfI1awzGe7cex7QE8eM2iE6Z+67VNSKVSipRy0rq1sjEGfj0myYykJ5ftBKXj0U1Xb2CO31iESUdDCIHTM51A6yH8zftQ4pFTagfGSjrFmL0xUJUU4a5mXJ7a0d88BvSchymVsacrXzvQzc4WP9+8Ys7R7cEgyWQSrZv2UqkUiqJMfFXfcWTTqCQVRfs7YCRjUN8doshpwWrKPo1jMJk1U7k5GasrX7N03clIVUFJxBBC4CqfrllVntFiA6lkpRkgpSTYehhHUYUuuo+gjT7jUKip5JjTij2hOL9+u4kVtQV8Znn1Cf+nKApCCM2NV0tLCzabbdK2CJDleDUhRFjr0VJCCAwGw5AyUoe7Q2MKHg6ilx6/HlOApJSEOpsIdzWTP20xUlWJ+XtGPzALLK7CrMqTI90tGMwWbG59Bv0c01zQPl2ZVo/KfuiPlJKfH90eLD5hewDpIcGZzAXNlsbGRoBmzU+cBVkZA7PZ3NHQcOpk2vEy1Pw6KSX13eHMNQyGwJKTRyI8tuGbI2GyOVCScc22CkoiRn/j7v/f3plHt1Wfef/7074v3i3vseMkEJIQeBMokE4LpbSl5W37ZtoZwkxnBjozpJQ1aTplWtoZKKWhpENLTilLU0rJKdCmLC0FyrBkIftix3G8SpZk2Za17/fq3t/7x5UdJ3iTfK9kJ/qc4xMnke/92ZYePev3ASEElsblUKg1MNUtQXzUPa2+YbaoTaVIzdLAxH2DYBMRGKqkCQ+ATIig0koyk8DGQlDqZxaYPZd3T3tx3BXCtz+zFPWlH803hMPhWW0MzxaHw4FkMtkt+oWzICtjwHFcd3e3+OedbLPtcDiFOMNlNbp8Lkq9GawExgAANObyOW85AoBkaBShgVPQV9RDX1E/7n7K5ApYGi5CbGRANA9BodaC59hpjRilFDGvC0w0CHPdUkli+TES/iFoS8RZN38uQoUiu3dwXzSF3+x3YG1TCTacEx6MEYlEJDEGfX19/MjISIfoF86CrIzBwMDAW4cOHRI92znZzvux5OFcwgQhiSjNHj+NtRLJwEjO3YiU5xB29yAV8sLSdMmkvQMyhRKWxouRDI4gOuwQpfNRbSyZMt9BeQ5hVxd4NgVz/VKJ2o4FeC6NdCKS07v3bK4NICv1KEopfrm7D5QCP54kPBhDKs/g6NGjSZZlj4p+4SzI6rfN8/yhw4cPix6Em0wmhEJnv4P3jRmDOYQJwh4/jTQCnnIFFFp9Tuo8Y70DSq1B6B2Y5kkrkytgrl8GQgiC/W1zrpBMle9gokEE+k5AZbAIiUsJlKImkgwMQ2Mpl2gHRSjrxqx3u7w47gxhyxThAZDpwkwmoVaLP8J96tQpCuCE6BfOgmzTrR3d3d2iTwCp1WqwLHvW9GKvNwatUgarbm4lHLWpBKmwDwoJGmZ0ZbWIuLuhMlhm9aQWdAc8SAZHYKppnXUNfGzXodpUishgL+QqLfQVdTnV5hUaHTgmOS7uyiaiiI0MgBAyrrIsNZTnkQgMw7popSTXT4V90JbMfkmwL1M9WNtUgluumDw8AIBYLAadTie6AUsmk0gmk3FKqfjvWlmQlfmnlKZ5ng+f+y4uBhaLBcHgmXfZXm8U1WbtnH/wamPuzTYzoVBrIVOqZ5WX4NNspncgAWvTipyaYRQaPSxNl0BtLkXY1YWgowOpsC9r7Qal3oLIkB2B/jbERhzQl9fBXL8sL4YAABKBIWjM5ZBJMPlHKS+0N2tnly+glOKp3f2g9KPNRefi8/kgxSKhgwcPQq1WF9QrALL3DKBQKA7t27fvCzfccIOoBykrK8Po6OjYJlr0jkTRVJ59aehchKk9OTgmJYlCj76iHmFXF6x685SGa0x3YOzdfS4QQqA2lkBtLEE6GUMiMILYiBNEroBSZ4BCrYNMqRbWwMkEJWPKpcExSaRTCaQTkfGY2tJwkSSdf9PBc2kk/EOwLlohyfXZWAhK3dS/i3N5r8uLY84gHvj8RWgonb65a3R0FC0tLWIc8yz27NnDDw0NvSb6hbMk68DQ6XS+unfvXtG7eUpLSzE6KmTN40wag6EkbDl0Hk6GMKgjbs1+DIVaC5XehGTwo63aE3sHzA0Xid5co9DoYaxuQknLKphqF0OpM4FPM0iFR5HwDSI24kDC70Eq4gelPNRGK8z1y1DScqmQT5GokWg6YiNO6MpqRJGGn4xkyAf1NPoOExkLD9Y0luAfrmyc9rGUUsmSh/v370/EYrEPRb9wlmT9G2FZ9uCBAwdSuXztdGi1WjAMA57n0Z/tnoQZ0JjLEHSchLbUJknCSldeh2D/CaiNpeODRByTRNjVBZVBWIEmZYkOEKY05Uo1MMulKSqDBUw0IEn331SkkzGkE2EYqholuT7lOaFCYWue+bGZ8ICjFD9eP314AEiXLwCA9vZ2CuC46BfOklxSxh1dXV3iywgBsFqt8Pv9E3QPxTEGMoUScpUW6YT4K7EAIeOvK69HxNMH4EzvgKGqEfqKOskNQS5I0UU5HZTyCLt7YLS1SPbzSAa9UJvKZnX997uF8OBbNyydMTwAAK/XK0m+IJM8TBQ6eQjkYAwopWw6nQ5PTPaJRVVVFTweD/q8URAAVSbx4lltSRUS/iHRrncuGnMZQCkC/W1IhUZhabpEkrFcsVBoDWATUWlUpCch7nVBbSyRZPJxjERgGBrrzE1M/hiD5/Y58H8arfjHGcKDMTweD6qrxd+Wvn///nmRPARy8wygVCoPfPDBB2KfBeXl5RgdHUXvSBTlRjVUCvFq3UqdCelkXLLlnmwiinQqAS6VgL6yXrKYWCwIIVAZpGnXPhcmGgQTDUInkR4CIPz85UrVjMpGY7MHHKXTNhdNhGEYpNNp6HTiqzHt2bOHejye10W/cA7k9GpzOBw7//znP4s+bimTyWAymXB6KCRaiDAGIQTakkrRN/YIugODiAz2wly3BOaGixB2dS+IJaJCqCBNYnUMjk0hOtQPU90SScOl+KgL2lLbjI97v3sUR51BbP70UjSWzc5LGRoaQlXV7PsWsuGtt95KxOPxtyW5eJbkZAw4jnvj7bffluQttqq6Gg5fIicNg5nQWCqRCo+KNmA03jvAJDK6AzootQZoSyoFgyCBQrOYKHUmsPGIZOekPIew8zQM1Ysk7WFIpwSPb6auQyE8sOPyBiu+9rHGWV9/cHAQNtvMhiZbkskkuru7GQDtol88B3IyBpTSEMMwnr6+PrHPA15tQoqjopUVJ0JkMmis4uQOmGgQQXs7tNZKGKubz+rj11qrIFdrER3qm9cGgRACld4kyTAXpTxCA53QllSJvjLtXOJeF/Tl06+QE6oHfeB4ih+vn114AAhCJqlUCgbD3HtezuX111+HQqF4k86TJ0nOQXkwGHxy586dovcb2P1CUrVCfL1JAIDWWolUaCRnN55SXugd8Lqm7R3QV9SDcrwkG4vFRCpthrCrGyqDGRpLhajXPheOSYJjklDOYHA+6B7F0YEgNt2wFE2zDA8AwSuQKkR46aWX4g6H45eSXDwHcjYGoVDoxV27dok+tNQ7IgwoWXnxqxWAsORUY6lEfDT7jTgck0Swvx2EyGBpvHha15cQAmNNCzgmIdrEoRQo9SYwsZBo56OUR9h1Ggq1Froy6RKGY0SHHdCVT1++9ccY/PpDOy7LMjwAgIGBAdTX18/8wCyhlGLPnj08gPdFv3iO5GwMKKV2j8eTEFsXsdcbg04lh46PS6IzCADa0mqkwv6sFoskQ96sewcEg9AKPs0gOtQ/Lw0CITIotQaw8bn3YFCeQ2igE0qtAfoK8V9A58LEQqA8N61SEqUUT+/uQ5qj2Lp+JeSzDA8AIBQKQa1WSyKLfvDgQSiVyg5KaUF1Dycy19rdy3/4wx9EfYb3eaOwmTXQWitFEQ+ZDEJk0Fc2IDpkn/Gxwox/N1JhX069A4KWYQuITI7QwCnw06ySKxRq89yrChwrbHpSm0rz4hFQShEdss+oxLS7ZxRHBoLY9OklWYUHgCBF1tjYOIdTTs0LL7zAuFyun0ly8RyZkzFwuVy/evHFF0XtnOrxRlFt0UJjqUAymLt4yEyojVZQPj2t7DmbiCLQdwJKvQmm2iU59w4QQmCobBDaou3tkugrzAWV3gI2Fsz5Z83Gwwg5OqCvbIR2Fk0/YpAMDkOlN0GhnvpdOxBnsGOfEB7801XZybel02n4/X6Ul0uj//jGG2+wDMPMi/6CMebqGRw8duxYWqxV7dFUGsPhFGxmYXOPQq2VbEcBABiqFiHi6ftIF97E3gFT3RJorZWi1Mg1lgoYqxch7OyUzOvJBSKTQa7OXhVKkEhzIjpkh7l+meRVgzE4lkHC54FumgoCpRRPf9CPNEfx4/+3IqvwABDUimtqaiTpjbDb7UgkEl5KqTQS2zkyJ2NAKeVVKtXeN998U5TD9J8zk6Atrckp0TdbFGotNOZyxEbOiNIKvQMd4Jik0Dswh408k6HUGWFpugSpSAAhZ6ckextzQWMuRSqLvQrpVFxYAMvzsDTNvABWLCiliAz2QF/ZOK2ntrtnFIcHAtj06SVYlOUoPKUUdrsdDQ1TC53Mhd/+9rdcJBJ5SpKLz4E59/v29/f/dMeOHaJUFfpGx6TOhCeWIHVNwSak0TEEAG2pDWwiAjYezvQOtEFbUg1j9SLJNABlcgXMdUugMZcjaD+JhH+o4MlFlcEKJhqY8RyU5xEbGUDY1Q1DZWNmAay0EmkTSQZHIFOopk0aBuIMfr3Pgcvqsw8PAMDtdqO8vFwSeTMAeOmll1J+v/+3klx8DojxW3xr7969KTH2KfSORCEjQOWEASV9eZ2ktfqxZSWhgVOIjjhhblgO9SzHgOeK2lQKS9MKcEwCgb7jSIX9BTMKRCaHXKUBN8VKOkGybQiBvmMgMjmsi1ZkrT48VzgmhYRvcNoRaKF60A+W4/HI+uzDA0openp60Nw88xh0Lhw/fhx+v99JKRV/58AcmbMxoJRyPM8/+9RTT815/K3XG0OFSQOl/MyxlDqTMKcuwao0QOgdiLh7oNCZIVcqJdkyPB0yuRyGqiaY65YhFfEh2N+GZGi0IEZBbS77iCw75TnBCPQeA8cmYWlaAV2ZNLH0dFBe6F8wVDdPGx7s6fXhsCOA+65fguYclLI8Hg9KS0sl2aUIAD/96U9Tg4OD35Pk4nNEFP/O4/H85JlnnplzqNDrjaJ6krFlXXkdYhJ4B8ngWO9AEyz1gkqx2INMs0WuUsNUsxim2law8TACvccQH3XNaXNytoyFCgCQTgnNUv7e4+DTDCyNy2GYIU6XkuhQH9TmMqj0U5d2g3EGO/basbregn++OvvwgFKK7u5uSaTNACCVSuHNN99kWJb9gyQ3mCOiGANKqTMajfYdOnQo52vwPEX/6OQblFR6M/g0K1rugOeE/QCpiD/TOyC4u4aqRUiFRvMy1jsVcpUGxupFsDRdAiKTI+zsRNDejoR/KKsmqVzg0ywoz8PfcxRRTx8Uah1KmldBX1Gfd49pIonAMHiOg7Zkaj2BsfCASfP4cZbNRWMMDg7CYrFI0mQEAM899xwvk8lenk+NRhMRLfPjcDj+Y+vWrTl7B+5gAqk0P+UGJUNVkyhdfGwiimD/CSj1ZphqW896pyMyGUx1SxD19EmyozEbZHIFtCXVsC5aAUN1MyifRtjVBX/vMUQ8fUgGR5BOJXJf4kKpIKjqH0LY3SMYgKF+KLQGKPVWWBovFvYaSLhIZTYwsTAS/iGYaqZXSNrb68MhRwD3fbo1p/CA4zh0dXVh6dKlcznutGzfvj3pdDofkuwGc0Q0n49S+qfdu3fHR0dHNbnIQ41tUKqZYoOSUmuAXKVBKuwTVIWyPx8SvkEkQ6Mw1S2dsllFrlTDWLMYoYFTsDQuL+g74hgKtRYKdS10ZbXgOUHnj01EkAyNgs94CzKlGnKlCkSuFAzceIafgvI8KJcGz6XBs6lMOZNArtYKI9fWCigy1ROeSyNoP1mw73Ui6WQMUU8vzA0XTbuPcSw8uLTOgn+5elFO9+rp6UF9fb1kFYQPP/wQPp+vl1Ja0H2K0yGmMeDKysq2PvbYY99/8MEHs34FzUb30FDZgKD9JNTGkqzesfg0g7C7G3KVFtamS2b8WqXWAH1lI0IDp2BuuFgSff9ckcnlUBksUBnOrCWjlI6/yHkuDcqlJzRSEciUShCNHjK5AjKlCjKFasp3WZlcAZlcDo5J5l1GfSIck0LY1QVT7ZJpB8IopXhmTz9ScwgPEokEPB4P1q1bN5cjT8vDDz+ccDgc90p2AxEQ1Qf0+Xw/f/7555lcOhL7vFEY1AoYNdOsGlMI68GzaURiogEE7Sez7h1QG63QllQh7OzMm05grhBCIFdpoNSZoDaWQGOpgLakavxDYymH2miFUmeEXKmesRKQDwWk6eDTLELOUzDammdcNrO314eD9gDuvb4VLRW5aQ50dHRg2bJl49u8xMbtduPw4cNRAPNC0WgqRP3uKaVhnudf3bFjR9aBbK83CptFM+MTVVtiQyo8OmNMTymP6FA/4qNumBsuzql3QGOpgNpUgtDAqQUhYyYWwp6JwnTKciyDoOMk9BUNMw6FTQwPbr0mt/BgdHQULMuislK6mYpHHnmEDYfD/z1fREymQnRT6HQ6/2Pr1q1JLsvpvF5vDNWz2LhMZDIYqhch7O6ZMnmWTiUE3QG5EuaGi2cUyZwObUk11OYyBB0d83LiUAqELVRE8urFuXBsCiHHSRiqmqbtMATODQ+yby4ChGGk9vZ2rFghzXYnQFjJ9vLLLyfC4fC8az8+F9GNAaW0Px6Pv/rkk0/O+pUTTrLwRlKzljpT6c1QaHSTypclgyMIOzthqGqCvrxWlOYYrbUSWmsVQo6TkmkszDcE7yB/exU4JomQowNGW/OsBp729QnhwT3Xt6KlIrdOyI6ODjQ1NUmiejzG/fffn4rH4w9QSidv7ZxHSBIkOZ3Obz7yyCNJhpldObUvh6UphsoGJAND4+PAPJfO9A4EzuodEAuNpRy6sloE++ffCLIU5NMYMLEQQgOnYKxZPCu9iGCcwa/22rGqzoLbcgwPvF4vYrGYJCpGY7hcLrzyyivRQCAwr3QLpkISY0ApHWYY5pmtW7fOKpPYlykrVmdhDIhMDqOtGZHBHjDxCIL9bVDqLTDX5a47MBNqUwmMNS0IOzvBRKWRZZsvyJVqgFLJpyoTgWHEhu0wN1yUGUybHkopnt1jR4rlsTXH8IBlWbS3t2PVqlWStlVv3rw5EQqF7qSUSrOsQ2Qk6ygZHBy8f/v27cnZDDD1eqOQywgqTdnVeIW12xRhZydMdUuhtUorvgkIZUdzw8WIjQwg4fcUfNpQSqT0DgSlon4wET8sjctnLaX+YZ8PB+x+3P2p3MODtrY2NDc3S9ZpCACdnZ344IMP/LFY7AXJbiIykhkDSmk4kUj88IEHHpgxC9XnjaHSqIYiy96BkKMDCo0BcqU6r7oAcqUKlsaLwSZiCDtPn7d5BKmMgSAs2wYiU8BUt3TahqKJhBIsnt1rx8paM267JvvZAwBwOBwAgLq66aXV58pdd90VHxwc/CdK6fyuS09A0l5Tn8/3k507d8aHhqbfU9AzEs0qREhFAsLOglIbjNWLzrQQ5zH7TWRymGpahEpDf5ukikyFQq7SgOc4UVfS5bqUdqx6kGQ5bF2/Egp59k/dQCAAh8OBlStXShoe7Nu3Dx0dHU6O496S7CYSIKkxoJSmIpHIfZs3b56yKYDjKey+2KwqCZQXegcSvkFYGpePl5/kSrVQbnSeznuDkMZcBnP9MkSHHYgO2c+7fgS1qQSpyNx7Dvg0KyR4w7ktpf2wz48D/UJ4sLgy+/AglUrh+PHjuOyyyyCXuKP07rvvTjidzlskvYkESD6FEolEdrzzzjvB06dPT/r/rkAcLEdn9AzSqQSC9jbIFEqYGy6CTHF274BKb4baVIroUP41I+QqjTDHoFQh0HcCqUgg72eQirl2I1JKkQgMI2hvg8pYkpOwbCjB4ld7+7Gi1oyv51A9oJTiyJEjWLZsGfR66bZAA8CuXbvg8XiOUUoPSnojCZDcGFBKueHh4Vs3btw4qQ8/PqA0jTEY7x2oXgRd2dS9A9pSG3iOlXT1+lQQQqArtcHccBGSgSGEnKfz3rQjBQq1FnyazSkvkk7GBDXoRBSWphXQmMtycs+f3dOPRI7hAaUU7e3tsFqtknYZAoL38e1vfzsxMDDwNUlvJBF5mU9lWfb106dP73366ac/4kOP9RhMtmhV6B04DSYaFFxL7fTuISEEpppWJEPevDbMTESuVMNcvwwaS7kgpTbUL9ka+HyhNpaAySJU4Jgkwq4uRDx9MFQ2wmibXp1oOj7s82F/vx93XdeK1hzCg56eHrAsiyVLluR0/2zYvHkzEwqFfk4p7ZL8ZhKQt2F1l8u1/oEHHoh5PGcrCfV6ozBpFDBqzh50ZBNC74DKYP2I7sB0EJkM5vpliHmdYGKFS+qpjSWwLloJuVqHoL0NsRHngq06zLaqwKcZRDx9CDk7oTaXwdK4fE7NX+EEi2f39OOSGjP+dV324YHT6YTP55O8nwAA9u/fj5dffnnE4/H8h6Q3kpC8GQNKqc/n8/3zLbfcclb7Xq83dla+gFKK+KgLUU8/THVLc1rcKZMrhKSep1cy7cTZQAiB1loJ66JVIDIZgv0nEB3qB8csrPBBrtaBY5JTJkfTyRjCrm4EHR1Qag2wLlopjJnP8QX4zBzCg5GREdjtdlx++eWSTSOOwTAMvva1r8XdbvdnF0qD0WTkVcYmHo+/3NXV9eGzzz47/qzqHYmOVxI4Vugd4NMsLI3Lp92WMxNypRqm2iUIu7oKrlpEZDLoympgbb4UCq0BYVcnQs7Toi48lRJCCFRG61mJUUp5pMJ+BO0nER2yQ2Mph3XRSmgsFaK8C08MD5ZUZeddBAIBdHR0YM2aNVAopNds/Na3vpUKhUJPUErbJL+ZhJB8PxkJIaU1NTV9Bw8eNOnMZVj5gzdx89p6fKpJi9iwHfrKxhkn1rKBjUcQGeyZVt0o31BKwcYjwmxFMgZVRoNgvpxvMthEFDGvE/ryOiSDw2CiIagMFmitVTNqDmRLOMFi08vHUV+iw67br8rKK/D5fGhra8OaNWskHUAaY//+/fjyl7/sdLvdiyilCzMOzJB3qVtKqU+n031tw4YNz//42Ze0AGDhw0j4ArA0XvyRkuFcUeqMMNYszrQsLxF9Q1IuEEKg0pug0gsy8KmwD1FPH3guDZXBArWxBAqtIe9y5JNBeR5sPIxUxA8mEgABoLFWwlDVJNnylGf39iOe4vDo+lVZGQKv14uTJ09i7dq1krYajzEhPPjMQjcEQAGMAQDE4/E/1NfX7/3Fk099ArhI9pe+OAbry9Eqj6GlXAbDNGpHuaDUGmCqbUXYeRqm2lYoNNLWmrOByOTQWCqgsVSA59JgogEk/B6wiSgUGj2UOhOUOiMUGl1eNhdRngObiCGdiICJhcCzKSh1JqiMVgAUKr1F0iUz+/t8+LDPj/uuzy48GB4eRmdnJ6644grJdh6cy7333psKh8OPU0rnh2jkHMl7mDB+Y0JKamvrXDfe/0utPanF6aEI+MxRbBYNFlcYsbjCgJYKA+qsOshymE47l3QqjrDztDAqO4sJuUIypl7MxiNIJyJIJ2MgMjkUGh3kKi3kKs34n7koGPMcB45JgGOSmY9EJtlKoNTqodAaodSZhOtnPBQ2nlEqrm0V+bsVyDU88Hg86O7uxtq1ayUTND2X3bt346tf/eqA2+1uPh+8AqCAxgAAtFrt5y+55JIXd+/erWapDMddQRwdCOLoQACHHQEEFuR8SwAAFW5JREFU4kJiVquUo7lCj5ZyIxZXCgbCpMlNtZhjkggNnIK+oh5qU6mY347k8Fwa6WT8nBdxEhibhSEERKaY1DhQngOdUNocW6c2blTUGijUummHhiil8PccRUnzKkkk1P/nr904aPfjtW9ejaVVM7crU0rR398Pj8eDNWvWQKnMj5K11+vFlVdeGe/t7V1zvngFQIGNAQDU1NQ8+slPfnLjc889d5ZJp5TC4YvjqDOAI44gjgwE0OmJgMuct9qsQUuFAYsrDFhcaUSdVTfr2XZBcPM01EYLtKX5XxUmFZTSjDLyR0uARK4Akcnn/L1GBnuhMpaImuQFgP39Pmx7uxv3fqoVd1y7eMbH8zyPtrY2cByHlStXSj5vMEY6nca6deuSHR0dtwaDwefzctM8UXBjQAghtbW1799zzz1X3H333dMmC+JMGidcIRwZCODoQBBHHAH4YsLoskYpw6IyAxZXGsZDDJN26ncKSnlEBvsASmG0NRd8WchCgYmFkAyOwFQz8wt2toSTLDa/dAK1Vi12bbzqrF2bk56BYXDo0CGUl5ejpWX65Spic+uttybfeOONX7pcrm/m7aZ5IidjQAiRzXZOmxBipJRGMp83UkrtkzxGb7PZOnfs2FFz3XXXzfo3SymFK5DAkYEAjjgCODIQxClPGOlM8qHKpEZLxjAsrjSirkR7lmbC2GKVVMQPc93SebEwZb4zHiq0XCrai/B/3unGwf7ZhQfRaBSHDh3CkiVLUF099bo1KfjZz37G/uhHPzrscrmuWkg6BbMlV2Pw9wCWUkq/Swh5EcAWSmnvhP/fAMAA4BcAPgTwdQC9ALoAXDXZOmpCSH1dXV3be++9Z2pqyk24AgASDIc2dwhHBwIZIxGENyp0/KkVMiwq15+VnLToVEhFAogN98NQteis5SRFJifs7oHGXCbKz+pAvx+Pvd01Y3hAKYXT6URfXx8uvfRSmM0zi6aKyXvvvYebb7550O12L6GUirP0c56RqzHYA+CrlFInIWQnBGNgJ4Q8AuC/AbAAtgH4JoCVAHgAnwPgpZQ+MdV15XL5Va2trW8dPHhQazCIk+2nlMIdTOBIJqw4OhDAycEz3kOFUY3FFQY0l2lRTX1oLDfBXN2QlzLeQoWJBpAK+2G0Nc/pOrMND1iWxYkTJ0AIwYoVK/LSVTgRu92OdevWRZxO54rJPNvzhayNQcYreIhS2pj5+04AWwB8DUA5gJ8DeAvAuTvl5AA4AIsBfJpS2j7Z9cvKyjZeeumlW//yl79opOopT7IcTg6GxhOThx0BjEQE70EpI6g3EiytLUNrtQWLKw2w6sRthFroUMrD33NszqHC4+9040C/H6/ecTWWVU8eHvj9fpw4cQItLS2ora3N+V65Eo1GsXbt2kRnZ+cNHMe9n/cD5JGsjAEh5CIAOwAwlNKrMv+2E0Acwrv/bRBe7P8C4DsAuHO3yBBC/hvAr6cb86ytrf3N+vXr1z/22GN5exUOBhPjickDvV6cGooinTl5uVGNlvIzycnGUl1OslvnE2FXF7QlVVkrFo1xsN+Pn7zdhXs+1YpvThIecByH7u5ueL1erF69WnJRksngeR6f/exnU0eOHNkyMjKyLe8HyDPZGoMWAFoAj1FKryOEmAD8FYIn8J2JL3xCyIMAPgbBG9ADWAvgl5TSf53FfRQ1NTWHv/Wtb118xx13FGTraSzJ4M/72nDUGYSXN6DNE4UnJAw8KeUETWVncg+LK40o0V9Y3kMq4gcTDcJYnf1ocSQTHtgsWvzxGx8ND0ZHR9He3o7a2losWrRI8qnDyaCU4vbbb2dee+21XU6n8yt5P0AByDVn8DaAxwHcD0AH4HNjsRQRgm1CKeUyf18G4CkAD0AwHAQAnSkbSwgx2my2o9///vcbb7311oKtQQ4Gg2hra0NpaSnMVQ044Q6PJybb3CEwnPBtlOpVaKkwoLXSiJYKA5rK9DOWyBYylOcR6DsOa3P2WgE/e6cb+/v9eOUbV+Mi2xnPIpVK4eTJk2BZFpdcckleBo2m4r777mN27ty52+12Xz/2XD7fmYsxuB9AH4D/wZkEogXAcgAPAxhrdzMAsEGoJADC2PQmSun+WdzHbLPZTjzyyCO1N998c8FeWWOdbgMDA1iyZAmqqqpACAGT5tHhCQuJSWcQRxx+uIOC96CQCd6D0BhlRGulASX6qVehL0RCztPQldVk1dp90O7HT97qwt3XteLO64TwgOd5DAwMoL+/f7xkWMif03e/+13mmWeeOeR2u/9mIesTZEuuxuAdSuknM5//FkLYcJAQch8AK6X0OxMeuwrAv1FK/y2nAxJSarPZTmzbtq1q/fr1BX2rTSQSOH36NKLRKJYuXYqysrKPPGYknMSRCS3Vbe4QUmnBeyjJeA+LMwaiqUwPlWLheg/J0CjSiSgMVY2zevy54YFCRuDxeNDV1YXKykq0tLTkraV4Kh588EF2+/btJ9xu98copflbxjEPyNUY7KeUrs18fiOATRCqBQEAd1NKeyb83x0ADk00EDncr8Jmsx3ftm1bRaENAgBEIhF0dnaC4zgsW7Zs2po3y/E45QkLHZMZA+EKCGJPChlBQ6lOyD1UCkaizKBeMN4D5TkE+k7MOlT42f/2YH+fD3/8xlUoV6TQ2dkJi8WC1tbWvE0aTsdDDz3EPvHEE51ut3sNpbSwijgFQNJ2ZEJICYAqAJ1z7djKGISjP/rRj6o2bNhQcIMACIo6p06dglKpREtLC6zW2fXreyMpHB0YCy0COOEKIcEKYalVp0RLhQEtFUa0VhiwqNwwr72HsaGvmcbCD9n9ePStLtx2pQ1/UxaHRqPB0qVLC1IlmIzvfe977NNPP93mdruvuhANATAPZhOygRBSYrPZjj7wwAM1t912W8GSiufi8/nQ29sLhmHQ3Nw8nlOYLWmOR+dQJNM1KXgQDp+wwVsuI2go0Z2VnKwwzh/vIRn0Ip2Kw1DZMOVjIgkGm146DpOS4ic3VGHJ4maYTLmVJMWGUopNmzaxO3fuPOx2uz9+oYUGE1lQxgAYTyoe2bx5c8Odd945bwwCAMRiMfT19cHn86G+vh51dXU5x8C+aEoY585MbR5zBZFgBO/BrFWeNbG5qEwPjbIwPwqeSyNob0dJ86qP/B/HMkgGhvCLD4dwZITHy/+6FqsaP5pnKRQ8z+Mb3/gG88orr+xxu92fvpCShZOx4IwBIJQda2pqdn/xi19c+tOf/lRViDr0dLAsC4fDAZfLBYPBgNraWlRUVMypXp7meHQNR89MbA4E0D8qKD/LCNBQqj8rOVlpyp/3EHR0wFDVCIVaNy7jlgx6QXkOpxIGPL53BHdeuxh3f0oaUZRcSCQSWL9+fer48eOvu1yuv71QyofTsSCNASA0JtXW1j7d2tr6t7t27dIYjbnr80sFpRShUAhOpxOjo6MoKytDbW0tLBaLKC/UQIzBMWdwfGrzmCuIWOqM99BcPuY9GNBcbpDMe4j7h5DOLJ6dKPCapEpsevk4qkwavPKNq+dN7mNgYACf+9znkiMjI98bGRn58bldshcqC9YYjFFeXn57aWnp1tdee03b0tJS6ONMCc/zGBkZgdvtRjgchsViQWVlJcrLy0Urp3E8RfdIBEccmdLmQGB8Y5WMAHUlusy0ppCcrDJrcjZKHMuAiQbARAJIp+Lg0yzM9cug1BnHr/nE//ZgX58PuzZeheU1+Z0ynIrdu3fj5ptvjno8nv/LMMxfC32e+cSCNwYAIJfLP2az2f789NNPG6+//vr5kVmbBkopAoEAhoeH4fV6IZPJUF5ejpKSElgsFlFr7cH4mPcgGIijA0FEU0I/mFGtQHMmtGitNGJRuR461eQTgXyaBZuIgI2HwURDIDIZVAYr1EYr5GodQo6TMNpaIFcJJcLDjgC2vnka37x2Me6ZJ+HBL37xi/QPfvCD0cHBwasnjtwXETgvjAEAEELqbDbbnnvuuafq3nvvXVAqJclkEqOjowgEAggGg+A4DmazGRaLBRaLBQaDQTQDwfMUPd6oULlwBHF4IICeEWE8n0DwHlrKdGiyKtFkpCiRJ0CZJIhcAaXWCKXOCKXe/JF1dwn/ECifhq6sFtFUGptfOo4KkwavzoPwgOM43H777ck//elP7S6X61pKaeH27s1jzhtjAACEEF1tbe2fr7nmmrW/+tWv1CrVwhwe4nkeoVAIwWAQwWAQsVgMLMtCLpdDr9dDr9dDp9NBpVJBpVJBqVRCqVRCpVJNm6TkOA4sy4JhmPE/GYbBcCCME64Q2ocS6A1y6A3xiLPC80KvkguJycozgjCTeQ98mkVo4BSsi1bgiXd7sLdHaC4qdHjg9/tx0003Je12+w6Xy3X7+ahQJBbnlTEABE3F6urqh2tqau783e9+p56LatJ8I51OIx6PIxaLIR6PT/rCnu73KZPJxo3HREMy0cDIZDLwPEXfaHQ8tDjiCKJrOAIKwXuotWrHZy4WVxpgs2ghIwSB/jb00ko8+tc+fPOTLbjneuk3H0/HgQMHcPPNNye8Xu+/B4PBHQU9zALgvDMGY6jV6s+Ul5e/sGXLFsPGjRvl86VJZ6ESSbI47pwgJzcQRCghlOX1KjmaKwxoMFB8YI+h0qzDq3cULjxIp9P49re/zbzwwgu+zDLUYwU5yALjvDUGAEAIsdTV1f22qanpb55//nltIZRyzlcopegfjY13TB4dCOD0UAQEwK6NV+OS2sKEB8eOHcOGDRsSgUDg6cHBwXsv5I7CrKGUnvcfGo3mxpqamuD27dvTPM/TItIQSbJ015vv0WQymfd7syxLt2zZkrTZbB4Aq+k8eN4ttI/z2jOYCCHEUl9fv7OpqWndb37zm6KXIBE9PT1QKBRobGzM2z2PHTuGW265JREIBJ51u91306I3kBPzoyUsD1BKgw6H44b9+/d/5Yorrgg98cQTHM8XE8tiY7PZMDg4mJd7sSyLLVu2MDfeeONQe3v7NS6Xa2PREOTOBWMMxkgkEq+63e6mhx9++O1PfOITqePHjxf6SOcVOp0O6XQaDCPta/Ltt9/G6tWrE88999xTbre7kVJ6WNIbXgBcMGHCZMjl8k/abLYdH/vYx8oeffRRTTF0EIeuri5oNBrU19eLfu0TJ07grrvuSvT29vYMDAxsoJSeEP0mFygXtDEAhL4EnU73VavV+vgXvvAFw0MPPaS2WIpbleZCNBpFe3s7rrjiCtGu6XA4cM899yQOHDjgdblc/0ApfU+0ixcBcAGGCedCKaWxWOwFt9td/bvf/W7L8uXLQ//5n//JJpMXpNiNKBgMBqRSKbDs3OUBfD4fvv71ryevuuoq7+uvv36Ly+VqLBoCabjgPYNzIYToqqurv6tUKjfedddd2jvuuEOe73Ve5wOdnZ3jWg65EI1G8V//9V/M888/H4/H498JBAJPUkrTM39lkVwpGoMpIISU1NXVbVWr1V+58847NbfeeqtsPoh2LhTC4TA6OzuxZs2arL4uGAxi27Zt6WeffTaZSqV+Mjw8/DClNCHRMYtMoGgMZoAQUltbW/sAIeQrX/7yl9WbNm1S2my2Qh9r3kMpxXvvvYerr756VotST506hR/+8Iepd955J8my7OMjIyOPUkqDeThqkQxFYzBLCCF6k8n0L0aj8f7Vq1cb7733Xs3HP/7xQh9rXtPR0QGLxYKpjCfHcfjjH/+Ibdu2Jex2+/Dw8PAWhmFeLoYDhaFoDLKECBNP1zY2Nj6oUqmWb9iwQXX77bcrSktLC320eUcwGERPTw8uv/zys/69v78fjz/+OPv73/+eAfCew+H4brFPoPAUjcEcIIRUlJeXb1SpVBtXrVql37Bhg+amm26CVqst9NHmBZRSvPvuu1i3bh3C4TBefPFF+txzzyUdDoc/FAr9MBwO/5pSGin0OYsIFI2BCGS8hXUNDQ3/nk6nP7148WLll770Jd1XvvIVUlFRUejjFYy+vj5s376df/fdd1NDQ0NRSumLbrf7SUppse1zHlI0BiKTMQwXV1ZWblCr1RtMJpPlxhtvVP3d3/2dcsWKFYU+nqTwPI89e/Zg586dqTfffDOdTqc9wWDwyWAw+CLNbOkuMn8pGgOJIYRU6XS6myorK2+nlDZfc801ihtuuEG9bt26nGvw8wVKKbq6uvD+++/jT3/6U/LQoUNptVp9zG63/4zjuDcopaFCn7HI7CkagzxCCNECuLahoeFLhJB1HMdV1NfXk8svv1x15ZVXqq655popM++FhlKK3t5e7N69G/v27UsePnw4PTw8zKtUKlcymXx7cHDw9wD2FCsBC5eiMSggmZCiCcBlDQ0NnyGErEun0xV1dXWy1atXK1evXq1qbm5GU1MTbDbbrOr1c4VhGDgcDtjtdvT09ODQoUOpY8eOpYeHhzmNRuNMJBJ/HRwcfBvAYUppfmaVi+SFojGYZ2QMRCOA1TU1NZ/QarVLOI6rY1m2VCaTqZRKpbysrIxWVVURm82mqK2tVVVXV5OSkhKo1epxsVOlUgmZTIZ0Oj0+Usyy7Lgs++DgIO92u5nBwUFueHiY+nw+cBzH8TyfUqvVXgAD0Wi0fXh4+D0IL/yhgv5gikhO0RgsMAghSgCVAKoBVCuVypqKioqlarW6ihCiGvuglCoppXJCSBoAC4ChlLI8z6eSyaRzaGiok1LqAeABMAhglBb3DV7QFI1BkSJFABRHmIsUKZKhaAyKzAsIIQtz/dV5RNEYFBEdQkgFIeSLmc83EUJuneJxjxBCrs389YkJnxcpAEXVjiJScC2AFQD+ACF5eVbvQabf4ikA3QA4QogFwOcBRAkhn8887FVKaXFleh4pJhCLiA4h5FUANgARALUQjMEQACWA5wB8AODPmX+PQDAKOwF8FYLx6IRQ3fh53g9/AVP0DIqICiHkMgAKSullmb/fBSBIKf3VhMfcC+A+ABcBeB/AcgiGYTeAmwDsB1BsZc4zxZxBEbExAPgeIUR+7n8QQsbefP4I4C+Zz5sBvAbg3wH8HoAegApFY5B3imFCEdHJGILdAFI4O0xIUkpvIIRcA+AfAVwN4EDmy1wA3oWQb2AB/JVS+r95PvoFTTFMKCI6mU7GK4HJwwQAbgA/wRkD4APQA2AXgNsghBBFEdQ8UzQGRUQlM1shm6q1ORMq9FNKaeaxgNAO/TyAX0MwDM0AimKoeaZoDIqIzWUAHiWEnLVBhRCyIfOpGkKI0Achv6AE8PcAdgB4B0KV4a+U0s68nbgIgGLOoEiRIhmK1YQiRYoAKBqDIkWKZCgagyJFigAoGoMiRYpkKBqDIkWKACgagyJFimT4/22e2cZV9sLdAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "data_2018 = np.array([5200,5254.5,5283.4,5107.8,5443.3,5550.6,6400.2,6404.9,5483.1,5330.2,5543,6199.9])\n",
    "data_2017 = np.array([4605.2,4710.3,5168.9,4767.2,4947,5203,6047.4,5945.5,5219.6,5038.1,5196.3,5698.6])\n",
    "plt.boxplot([data_2017,data_2018],labels=('2017年','2018年'),meanline = True,vert = False,widths = 0.5 ,patch_artist=True)\n",
    "plt.show()\n",
    "\n",
    "data = np.random.randint(60,100,size=5)\n",
    "angles = np.linspace(0,2*np.pi,len(data),endpoint=False)\n",
    "angles = np.concatenate((angles,[angles[0]]))\n",
    "data = np.concatenate((data,[data[0]]))\n",
    "radar_labels = ['语文','数学','物理','化学','生物']\n",
    "radar_labels = np.concatenate((radar_labels,[radar_labels[0]]))\n",
    "plt.polar(angles,data)\n",
    "plt.thetagrids(angles*180/np.pi,labels = radar_labels)\n",
    "plt.fill(angles,data,alpha = 0.25)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "dim_num = 6\n",
    "data1 = np.array([[0.40,0.32,0.35,0.30,0.30,0.88]\n",
    "                 ,[0.85,0.35,0.30,0.40,0.40,0.30],\n",
    "                [0.43,0.89,0.30,0.28,0.22,0.30],\n",
    "                 [0.30,0.25,0.48,0.85,0.45,0.40],\n",
    "                 [0.20,0.38,0.87,0.45,0.32,0.28],\n",
    "                 [0.34,0.31,0.38,0.40,0.92,0.28]])\n",
    "angles = np.linspace(0,2*np.pi,dim_num,endpoint=False)\n",
    "angles = np.concatenate((angles,[angles[0]]))\n",
    "data1 = np.concatenate((data1,[data1[0]]))\n",
    "label = ['研究型(I)', '艺术型(A)', '社会型(S)','企业型(E)', '传统型(C)', '现实型(R)']\n",
    "label = np.concatenate((label,[label[0]]))\n",
    "plt.polar(angles,data1)\n",
    "plt.thetagrids(angles*180/np.pi,labels = label)\n",
    "plt.fill(angles,data1,alpha = 0.25)\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.arange(3)\n",
    "y1 = np.array([2.04,1.57,1.63])\n",
    "y2 = np.array([1.69,1.61,1.64])\n",
    "y3 = np.array([4.65,4.99,4.94])\n",
    "y4 = np.array([3.39,2.33,4.10])\n",
    "\n",
    "error1=[0.16,0.08,0.10]\n",
    "error2=[0.27,0.14,0.14]\n",
    "error3=[0.34,0.32,0.29]\n",
    "error4=[0.23,0.23,0.39]\n",
    "bar_width = 0.2\n",
    "\n",
    "plt.bar(x, y1, bar_width)\n",
    "plt.bar(x + bar_width, y2, bar_width, align=\"center\",  tick_label=[\"春季\", \"夏季\", \"秋季\"])\n",
    "plt.bar(x + 2*bar_width, y3, bar_width)\n",
    "plt.bar(x + 3*bar_width, y4, bar_width)\n",
    "# 绘制误差棒: 横杆大小为3, 线条宽度为3, 线条颜色为黑色,数据点标记为像素点\n",
    "plt.errorbar(x, y1, yerr=error1, capsize=3, elinewidth=2, fmt='k,')\n",
    "plt.errorbar(x + bar_width, y2, yerr=error2, capsize=3,   elinewidth=2, fmt='k,')\n",
    "plt.errorbar(x + 2*bar_width, y3, yerr=error3, capsize=3,   elinewidth=2, fmt='k,')\n",
    "plt.errorbar(x + 3*bar_width, y4, yerr=error4, capsize=3,   elinewidth=2, fmt='k,')\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "labels= ['童装','奶粉辅食','孕妈专区','洗护喂养','宝宝尿裤','春夏新品','童车童床','玩具文娱','童鞋']\n",
    "money=[29665,3135.4,4292.4,5240.9,5543.4,5633.8,6414.5,9308.1,10353]\n",
    "plt.title('拼多多平台子类目销售额占比情况')\n",
    "plt.pie(money,labels=labels,autopct='%3.1f%%',startangle=90,shadow=True)\n",
    "plt.legend(title='r',bbox_to_anchor=[1.5,1],shadow = True,fancybox = False)\n",
    "\n",
    "plt.table(cellText = [money],cellLoc = 'center', rowLabels = ['销售额/（亿元）'],colLabels = labels,loc = 'lower center')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Ciudad\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:10: RuntimeWarning: invalid value encountered in arccos\n",
      "  # Remove the CWD from sys.path while we load stuff.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "x = np.linspace(-np.pi,np.pi,256,endpoint = True)\n",
    "\n",
    "y = np.tan(x+np.pi/2)\n",
    "y1 = np.arccos(x+np.pi/2)\n",
    "plt.ylim(-10,10)\n",
    "plt.xlim(x.min()*1.5,x.max()*1.5)\n",
    "\n",
    "plt.xticks([-np.pi,-np.pi/2,0,np.pi/2,np.pi],[r'$-\\pi$',r'$-\\pi/2$',r'$o$',r'$\\pi/2$',r'$\\pi$'])\n",
    "plt.plot(x,y)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "linspace() got an unexpected keyword argument 'autopct'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-33-ed150a3ec45b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxlabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'x'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     11\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'y'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 12\u001b[1;33m \u001b[0mnew_ticks\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlinspace\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m20\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m15\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mautopct\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'%3.f%%'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     13\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxticks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnew_ticks\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     14\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: linspace() got an unexpected keyword argument 'autopct'"
     ]
    },
    {
     "data": {
      "image/png": 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T1HxSk/XyE2/RM9LjBqckccPkfNYdOI211nU5/lNWBunpkOONaxXvqmiktqWdFTO8tUhOBBQIvrBiegGVja0cOHXGdSn+U1YWah145Epp6w5UkxQwFGu6qXiQAsEHlk0bjjGhNxPpo/JyT40frNt/muvH5ZA1JMV1KSLvokDwgfzMQcwdPUyB0B8eWoNQXneOQ9VnWK7uIvEoBYJPLJ9RwO6KJqqa2lyX4h/nzoUujuORAeWeQF8+Xd1F4k0KBJ9YMT30qVKthD44fjx0O26cyyrese5ANVMKMhibm+66FJHLUiD4xKThGYzNHaJA6Itjx0K348e7rQNoOtfJW8fqWT5d3UXiXQoEnzDGsHx6AW8eruNse5frcvzh6NHQ7YQJbusA1r99mu6g1fiBeJoCwUdWzCigozvIhlJtdtcrx47BkCEw3H2f/boDp8nLSOW6a3QxHPEuBYKPFI3NJisthZf2a7O7Xjl6NNRd5HgNQkdXkPWHTvP+aQUEAt5YDyFyOQoEH0lOCnDztOG8crCa7qBWLV/VsWOeGD/YeryeM21d6i4Sz1Mg+Mzy6QU0nOuk5Lg2u3tP1p5vITj24r4qBiUHWDopz3UpIu9JgeAzPZuird2ri829p7o6aGlxPqAcDFrW7q1i2dThpKUmOa1F5GoUCD6TMSiZ4in5PL+3iqC6ja7MI1NOt5c3cPpMO7fOGuG0DpHeUCD40G2zRlLV3MaOE42uS/Euj0w5XbOnitTk0NiPiNcpEHzo5unDSU0KsHbPKdeleFdPIDhsIYS6i05x4+R8MgdrMzvxPgWCDw0dnMINk/NYu7dK10i4ktJSGDECMjKclbCropFTTW3cpu4i8QkFgk/dOmsklY2t7K5ocl2KNx0+DJMmOS1h7d4qUpIM79d2FeITCgSfWjG9gOSAYc1edRtd1uHDMHmys9Nba1mz5xRLJ+WRlabuIvEHBYJPZQ1JYcmkPNbuUbfRu7S0wKlTTlsIeyubqWho5dZZI53VINJXCgQfu23WCMrrz7HvZLPrUrzlyJHQrcMWwpq9p0gOGG7R6mTxEQWCj62YMYKkgGGtuo0uVloaunXUQrDWsnbPKRZNzGXYkFQnNYj0R9QDwRiTZYxZa4x50Rjze2NMqjHmMWPMJmPMd6J9/niWk57K4om5rFG30cUOHw7dOgqEA6fOcLzuHLepu0h8JhYthI8DP7bW3gJUAfcDSdbaRcAEY4y7dn0cuPXakRyrPcvBqjOuS/GOw4ehoAAyM52cfs2eUwQM6i4S3+lVIBhjPmqMGdSfE1hrf2atfSn8ZT7wCWBV+OsXgaX9Oa6E/NnMApIChmd3nnRdineUljrtLvrDrpMsnphHbka/XjIizvS2hTAdeNUY86gxZkl/TmSMWQRkAyeAyvC364HLfowyxjxgjCkxxpTU1OiCMFeSmzGIGyfn8YedldrbqMehQzB1qpNTby9vpLz+HHddN8rJ+UUGoleBYK192Fq7GPg18EtjTKkx5jO9PYkxJgf4d+BzQAuQFv6vjCvVYK1daa0tstYW5efn9/ZUCenuuYWcbGpjq7bEhoYGqK6GadOcnP7ZnZUMSg7wgWu1Oln8py9dRquBvwd+BCwEvtjL300FngG+Za0tA7ZxvptoDnC8jzXLJVbMKGBIahKr1W0Uah2Ak0Do7A7yx92nWD69QHsXiS/1tstoBvA1a+37w5/c64DP9vJ3/wKYB/ytMWY9YIBPGmN+DHwU+FMfa5ZLDElN5pYZBazZc4qOrqDrctw6eDB06yAQ3iitpf5sh7qLxLd622X0XWvt0Uu+t7+Xv/tza222tbY4/O8JoBjYDCyz1mozngi4a24hTa2drD+U4NdbPngQUlKc7HK6emclWWkpFE/VVtfiT04WpllrG6y1q6y1uuxXhNwwKY/c9FTNNjp4MLRCOTk5pqc9297Fi/uquW3WSFKTtd5T/EnP3DiRnBTgg7NHsu5ANc1tna7LcefgQSfdRS/tr6a1s5u71V0kPqZAiCN3zS2kvSvI84l6veXOztA+Rg4CYfXOSgqHpbFgXE7Mzy0SKQqEODJ39DDG5g7h2Z2VV//heHT4MHR1xTwQalva2VBay53XjSIQMDE9t0gkKRDiiDGGu+aM4s0jdVQ3t7kuJ/b27g3dXnttTE/7p92n6A5a7r6uMKbnFYk0BUKcuXtuIdbC73ckYCth3z4IBGLeQvjd9gqmjxzK1BFu9k4SiRQFQpyZkJ/BgnHZrNp6IvF2QN27N7SHUVra1X82Qg5WNbOrool7518Ts3OKRIsCIQ59tGg0R2vPsvV4g+tSYmvv3ph3Fz1TUkFKkuHuueouEv9TIMSh22ePJGNQMv+99YTrUmKnrS20y2kMA6GjK8jvd1SyYkYBOem6EI74nwIhDg1JTeaOOaP4056TibMm4eBBCAZjGgivHKym/mwH984fHbNzikSTAiFO3b9gNG2dQZ7blSArl3tmGM2cGbNTriqpoGDoIG6YnBezc4pEkwIhTs2+JotpIzITp9to1y5ITQ1tWxED1c1trD90mo/Mu4bkJL2MJD7omRynjDF8tGg0uyuaOHCq2XU50bdzJ8yaFdrYLgaeKTlB0MK9ReoukvihQIhjH5pbSGpSIP5bCdbCjh1w3XUxOV130PL0lhMsmZTL+Lz0mJxTJBYUCHEsOz2VW2YW8PsdlbR1drsuJ3oqKqCuDubOjcnpXnv7NJWNrXz8fWNjcj6RWFEgxLn7F4yhqbWTF/bF8YZ3O3eGbmPUQvjV5nLyMwexYsZlLwcu4lsKhDi3eGIu43KH8MtNZa5LiZ4dO8AYmDMn6qeqaDjHK4dOc1/RaFI0mCxxRs/oOBcIGD6xcCzbyhrYWxmnF6fbsSM0uygjI+qn6hmPuf96DSZL/FEgJIB7548mLSWJJ+O1lbB9e0zGDzq6gvxm6wmWTR3ONdlDon4+kVhTICSArCEp3D13FKt3VtJ4rsN1OZFVVQXl5XD99VE/1Zo9p6g5084nF2kwWeKTAiFBfHLhONq7gjxTUuG6lMjaujV0G+VAsNbyi43HmJCXzk2T86N6LhFXFAgJYsaooSwYl82Tm8voDsbRtthbtkBSEsybF9XTbC9vZFdFE59ZMk5XRZO4pUBIIJ9ePI7y+nOsO1DtupTI2bIltEJ5SHT79H+x8RiZg5P5yDxd90DilwIhgXxg5ggKh6XxnxuOui4lMqwNBUKUu4tONbWydm8V9xWNJn1QclTPJeKSAiGBJCcF+NzS8Ww93sCO8ji4eE5pKTQ2Rj0QntxUhrWWTy8eF9XziLimQEgw9y0YTebgZP5zwzHXpQzcG2+EbpcsidopWtq7eGpzGbfMGMHoHE01lfimQEgwGYOS+fP3jWHt3lOcqD/nupyB2bAB8vJg6tSoneLpt8ppbuviC8UTo3YOEa9QICSgzyweR8AYHnvD562EDRtg6dLQthVR0NEV5LE3jrFoQi7XjR4WlXOIeIkCIQGNzErjzutG8Zut5dS1tLsup39OnYIjR0KBECWrd1ZS1dym1oEkjJgFgjGmwBizIXw/xRjznDFmozHmc7GqQc77UvEk2ruCPL7Rp62EnvGDKAVCMGh59LUjzBg5lBt1iUxJEDEJBGNMNvAE0HM1kS8D26y1S4B7jDGZsahDzps0PIPbrh3JE2+W0XSu03U5fffaa6G1B1FakPbi/mqO1JzlwZsmYKLUJSXiNbFqIXQD9wE913IsBlaF778OFF36C8aYB4wxJcaYkpqampgUmWgeWjaJlvYunth03HUpfbduHdx0U1QumRkMWh55uZTxeencPmtkxI8v4lUxCQRrbbO19sK9l9OByvD9euBdVxqx1q601hZZa4vy87V3TDTMGDWU5dOH8/jGY5xt73JdTu+dOAGHDsHy5VE5/Iv7qzlwqpkv3zyJZF3zQBKIq2d7C5AWvp/hsI6E99CySTSe6/RXK2HdutBtFAIhGLT827q3mZCXzp1zRkX8+CJe5uqNeBvQMxo4BzjuqI6EN3dMNjdPG86jrx2lqdUnYwnr1sHw4aE9jCLsxf1VHKw6w5ffr9aBJB5Xz/gngIeNMY8AM4C3HNUhwNdvmUJTa6c/9jjq7oaXXgq1DiI82BtqHZSGWweFET22iB/ENBCstcXh2zJgBbARWG6t7Y5lHXKxmaOyuH32SB574xi1Xl+X8NZbUFMDd9wR8UM/u6uSg1Vn+MryySRpi2tJQM7axNbak9baVZcMNosjX1sxhbbObn726hHXpby3556D5GT4wAcieti2zm7+5YW3ubZwKHfM1tiBJCZ1kgoAE/MzuGf+NTy1uczbexw99xzceCMMi+xWEk9uKqOysZVv3TpdF8CRhKVAkHd8dcUUAgH44fMHXZdyeUeOwL59Ee8uajrXyU9fPcyNU/JZMkmrkiVxKRDkHSOz0njwxon8afcpth6vd13Ou60Kr2X88IcjetifrT9Mc1sn3/zAtIgeV8RvFAhykQdvmsCIoYP53nP7CXrt2stPPx269sGYMRE75JGaFh7feIyPzLuGGaOGRuy4In6kQJCLDElN5m9uncqeyib+Z3uF63LO27cP9uyB+++P2CGttXz3D/sYnJzE36h1IKJAkHe7a04h140exo+eP+Sdje9+/WsIBOCeeyJ2yBf2VbOhtJavrphCfuagiB1XxK8UCPIugYDh+3dfS/3Zdn70ggcGmDs74fHH4bbbYMSIiByytaObf/jjfqYWZPKpRWMjckwRv1MgyGVdW5jFZ5eM59dvlbOtzPEA8x//CFVV8MADETvkT14ppbKxlYfvmqktKkTC9EqQK/raiimMyhrMt3+3l87uoLtCHn0UCgvh1lsjcrjdFY2sfP0o9xWNZuGE3IgcUyQeKBDkitIHJfPwXddyqPoMP1/vaAXznj3wwgvw4IOhFcoD1NEV5Bu/3U1eRirfvn16BAoUiR8KBHlPK2YUcMecUfzk5VL2VDjYZeSf/gnS0+GhhyJyuJ+tP8zBqjP84EOzyEqL/MV1RPxMgSBX9Q93zSQvYxB//d87aOuM4T6Ex46F1h488ADk5Az4cLsrGvnpK4e5+7pRvH/6u67JJJLwFAhyVcOGpPLP987mSM1ZfhTLbS2+/W1ITYWvf33AhzrT1smXn97B8MxBfPfOmREoTiT+KBCkV26YnM9nFo/jFxuP8/KB6uifcMsW+M1vQmFQOLBrE1hr+c7qvZyoP8cjH5vLsCGpESpSJL4oEKTXvnnrNGaOGspX/3sn5XVR3BG1sxO+8AUoKIBvfGPAh/vttgqe3XmSv14+hQXjBt71JBKvFAjSa4NTkviPT8zHGMMXntoWvfGEH/4QduyAn/8cMjMHdKhdJxr5zuq9LJqQy0PLJkWoQJH4pECQPhmdM4R/u+86DlQ18+3f7cHaCG+At24dPPxwaM+iD31oQIeqbm7jL39ZQn7mIH7653N1FTSRq1AgSJ8tmzacry6fwu92VPKv60ojd+D9++G++2DaNFi5ckCHauvs5oFflnC2vYv//HQRuRnaq0jkaga+0kcS0pdvnsSJ+nP85OVSRmUN5v7rB7gl9c6dcMstoVlFzz47oK6izu4gf/XrHeyubOLRT8xn2ghtay3SG2ohSL8YY/jBh2dx05R8/nb1Xl7a38+ZR8FgqDWwaFEoDF57DSZO7Hdd3UHL/3pmF+sOVPPwnTO5ZWZkNsMTSQQKBOm3lKQAP/v4PK4dNZQvPrWN5/ee6v0vt7aGFp0tWBDalmLJEti2DaZM6Xc9wWBoeumzO0/yjQ9M5VOLxvX7WCKJSF1GMiDpg5J58vPv4zOPb+GhX23n3+YM5o5BzVBfDy0t0N0NXV2h2+ZmKC+H48dDb/7t7TBhAjz1FHzsY6HrHfRTaI+iXazeeZIvFU/kS8WaUSTSVwoEGZjKSob+/Of88tk/8rnZH+Mr3dOpfvUJ/qLkWd41pyc5GUaPDl0C80tfgttvh2XLBhQEAC3tXXzxqW1sKK3lf//ZVL5U3P8uJ5FEpkCQ/jl3LjQ99F//Fbq7ybj5Zv5rThJfDSTz/ff/JQcf+gb/ePtUBg1KgaSk0L/U1AG/+V/qaE0LD/16B29Xn+GfPjKbjy4YHdHjiyQSBYL03dGjcMecea6CAAAI9UlEQVQdoWmin/0s/N3fwfjxDAF+HrQ88nIpj7xcytstB/h/985hckF6VMpYvaOSb/9+D6nJAR77dBHFU4dH5TwiiUKBIH2zbx8UF4fGBF58EVasuOi/AwHDV1dMYfrIoXzrd7u5/Sdv8JXlk3nwxgkRuzJZRcM5frDmAGv2VLFgXDY/+dhcRmalReTYIolMgSC9d/x4KABSUmDjxvecEfSBa0cwf2w2/+cPe/nnFw7xP9sq+MryyXxw9qh+rxhuOtfJL948xn+8FrpYz9dXTOGLxRN1CUyRCDER33qgtyc25jFgBvAna+333+tni4qKbElJSWwKk8trawtNDT16FN54A2b2fgvpF/dV8eOX3uZg1Rkm5qdz34LR3DFnVK8+1Vtr2Xeymae3lPO77ZW0dnZz+6yRfPv26RQOU6tA5L0YY7ZZa4t6+/NOWgjGmA8DSdbaRcaYx40xk621EdwDQSLuG9+A7dtDq4j7EAYAt8wcwfLpBazdW8XKDUf5wZqD/N+1B5l9zTBmF2ZxbeFQhg8dTFpKEskBw+kz7ZxsbGX/yWY2HK6l5kw7qckB7r5uFJ9ePI6Zo7Ki9EeKJDZXXUbFwKrw/ReBpYACwas2b4af/hT+6q/gzjv7dYhAwHD77JHcPnskx2vP8oddJ3njcC2rd1Ty5Oayy/5OTnoqSyblccPkPJZPLyAnXdcxEIkmJ11G4e6in1hrdxljbgHmWWt/eMnPPAA8ADBmzJj5ZWWXf9OQKOvqgvnzoa4ODhwY8HbUlwoGLScazlF3toO2jm46uoMMzxxM4bA0hqYlY4x2KBXpL190GQEtQE8HcAaX2ULDWrsSWAmhMYTYlSYXeeop2L0bVq2KeBhAqOUwNjedsbnRmZoqIr3nanrGNkLdRABzgOOO6pD30t4O3/1uqIVwzz2uqxGRKHPVQlgNbDDGjAJuBRY6qkPey3/9F5SVwaOPgrpuROKekxaCtbaZ0MDyZmCZtbbJRR3yHoLB0LYURUWh6xSISNxztjDNWtvA+ZlG4jXPPw+HDsGvfqXWgUiC0BJPubxHHoHCQrj3XteViEiMKBDk3crL4aWX4POfD21TISIJQYEg7/bEE2AtfPrTrisRkRhSIMjFrA3NLlq2DMaPd12NiMSQAkEu9tZboQ3s1DoQSTgKBLnYM8+Exg3uvtt1JSISYwoEOc9a+O1vQ+sOsrSjqEiiUSDIeVu3hmYYaaqpSEJSIMh5zz4LSUn93uJaRPxNgSDnrVkDS5dCdrbrSkTEAQWChFRWws6dcNttrisREUcUCBLy/POhWwWCSMJSIEjImjUwenSfr5csIvFDgSDQ3Q2vvBKabqqdTUUSlgJBYNcuaGyEm292XYmIOKRAkFDrAEL7F4lIwlIgCLz6KkybBiNHuq5ERBxSICS6zk54/XW1DkREgZDwdu2ClhYoLnZdiYg4pkBIdBs3hm4XL3Zbh4g4p0BIdG++CWPGwDXXuK5ERBxTICS6N99U60BEAAVCYisvh4oKBYKIAAqExPbmm6FbBYKIoEBIbFu2wODBMHu260pExAMUCImspATmzg1dQ1lEEp4CIVF1d8P27VBU5LoSEfGIqAeCMabAGLPhgq9TjDHPGWM2GmM+F+3zyxUcOgRnzyoQROQdUQ0EY0w28ASQfsG3vwxss9YuAe4xxmRGswa5gpKS0K0CQUTCot1C6AbuA5ov+F4xsCp8/3VA70gulJRAejpMneq6EhHxiORIHswY8yhw4TvMK9ba75mLL7qSDlSG79cDBVc41gPAA+Ev240xeyNZq8fkAbVOzpwc0afAlbj7+6Ivnv820N/nd336xBfRdwNr7YO9+LEWIA1oAjLCX1/uWCuBlQDGmBJrbdy2JPT3+Vc8/22gv8/vjDElffl5F7OMtgFLw/fnAMcd1CAiIpeISX/BJZ4A1hhjbgBmAG85qEFERC4RkxaCtbb4gvtlwApgI7DcWtvdi0OsjFJpXqG/z7/i+W8D/X1+16e/z1hro1WIiIj4iFYqi4gIoEBwzhiTbIwpN8asD/+b5bomuTo9bv514e4JxphCY0zFBY9jvuv6XPJ0ICTIthezgaettcXhf3tcFxRJxpjHjDGbjDHfcV1LhMXt43bJG2ZcveYus3vC+4B/vOBxrHFX3cAYY7KMMWuNMS8aY35vjEnt6+vPs4GQQNteLAQ+aIzZEn7wXMz8igpjzIeBJGvtImCCMWay65oiKC4ft8u87uLtNXfp7gkLgc8bY7YbY37grqyI+DjwY2vtLUAVcD99fP15NhCI020vjDGPXtA8XQ/kE5ptdT2QAtzmtMDIKub84/Ui59efxIOtxOfjdunrrhifv+YuZK1tttY2XfCttYT+xgXAImOMby8OYq39mbX2pfCX+cAn6OPrzzOfaiK57YWXXbqa2xgzyFrbHv6yBIinT9GXPl7zHNYSabvj8XGz1jYDXPC68/1r7ire7HkcjTE7CD2Ou92WNDDGmEVANqFFv316/XmmhWCtffCCfrxia+33LvNjPdteQGjbC8/UPwBPGmPmGGOSgLuBXa4LiqB4fLx6xPPjdqF4fgwBXjDGjDTGDAFuAXy9Z5oxJgf4d+Bz9OOx89uDG4/bXnwPeBLYCWyy1q5zXE8kxePj1SOeH7cLxfNjCPAw8CqwGfgPa+0hx/X0mzEmFXgG+FZ4AXCfHzvPL0wzxqzvWelsjBkLrAHWAYuBhb1c6SwOGGOGAhuAl4FbCT1eTe/9W+IFPa87veb8wxjzReAHnG+t/gL4Gn14/Xk+EC5ljBlFKPVe0JuL94VnrawAXrfWVrmuR/pOrzn/6uvrz3eBICIi0eG3MQQREYkSBYKIiAAKBBERCVMgiIgIoEAQ6RdjzFJjzDPGmEB487DRrmsSGSjNMhLpJ2PML4BWoMxa+yPX9YgMlAJBpJ+MMUXAJiDfWtvouh6RgVIgiPSTMWY1oY3Q0q21X3ddj8hAaQxBpB+MMfcAJ621fw/MNMbE006ukqDUQhAREUAtBBERCVMgiIgIoEAQEZEwBYKIiAAKBBERCVMgiIgIoEAQEZGw/w9gvkqaqwO5JQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-10,50,500)\n",
    "y1 = x**3+2\n",
    "y2 = (x-1)**2\n",
    "\n",
    "\n",
    "plt.plot(x,y1,color = 'r')\n",
    "plt.plot(x,y2)\n",
    "plt.xlim(-10,20)\n",
    "plt.ylim(-10,50)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "new_ticks = np.linspace(-10,20,15)\n",
    "plt.xticks(new_ticks)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "labels = ['[I 14:59:43.549 NotebookApp] Saving file at /Untitled2.ipynb',\n",
    "'[I 15:01:43.842 NotebookApp] Saving file at /Untitled2.ipynb',\n",
    "'[I 15:05:43.544 NotebookApp] Saving file at /Untitled2.ipynb',\n",
    "'[I 15:07:43.539 NotebookApp] Saving file at /Untitled2.ipynb',\n",
    "'[I 15:09:43.845 NotebookApp] Saving file at /Untitled2.ipynb',\n",
    "'[I 15:11:43.540 NotebookApp] Saving file at /Untitled2.ipynb',\n",
    "'[I 15:13:43.848 NotebookApp] Saving file at /Untitled2.ipynb',\n",
    "'[I 15:15:43.570 NotebookApp] Saving file at /Untitled2.ipynb']\n",
    "y_data = range(len(labels))\n",
    "bar_with=[888,777,666,555,444,333,222,111]\n",
    "\n",
    "plt.barh(y_data,bar_with,height = 0.2,color = 'orange')\n",
    "plt.yticks(y_data,labels)\n",
    "plt.title('random',pad=10)\n",
    "plt.grid(b=True,axis = 'y',which = 'both',linewidth = 2)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x_speed = np.arange(10,210,10)\n",
    "\n",
    "y_distance = np.array([0.5,2.0, 4.4, 7.9, 12.3, 17.7, 24.1, 31.5, 39.9, 49.2,59.5, 70.8, 83.1, 96.4, 110.7,126.0, 142.2, 159.4, 177.6, 196.8])\n",
    "plt.scatter(x_speed,y_distance,s = 50)\n",
    "plt.xlabel('速度(km/h)')\n",
    "plt.ylabel('制动距离(m)')\n",
    "plt.grid(b=True)\n",
    "plt.xticks(x_speed)\n",
    "plt.axhline(y = 100,linestyle = '--')\n",
    "plt.axvspan(125,200,alpha = 0.3)\n",
    "plt.axhspan(100,200,alpha = 0.3)\n",
    "plt.annotate('这点右边的都超速',xy=(125,100),xytext=(100,125),arrowprops=dict(arrowstyle=\"->\"))\n",
    "plt.text(0,50,'scatter plot')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 288x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.ticker import MultipleLocator\n",
    "\n",
    "x = np.arange(1,10)\n",
    "y1 = x**2\n",
    "y2 = np.array([2,6,15,18,25,70,40,70,90])\n",
    "\n",
    "plt.figure(figsize=(4,5))\n",
    "#建立坐标系\n",
    "axes = plt.subplot()\n",
    "axes.minorticks_on()\n",
    "axes.tick_params(axis = 'both',which = 'major',direction = 'in',width = 1 ,length = 5)\n",
    "axes.tick_params(axis = 'both',which = 'minor',direction = 'in',width = 1 ,length = 3)\n",
    "\n",
    "axes.xaxis.set_minor_locator(MultipleLocator(0.4))\n",
    "plt.plot(x,y1,color='k')\n",
    "plt.plot(x,y2,color='cyan',linestyle = 'none',marker = '^')\n",
    "\n",
    "plt.axis([0,10,0,100])\n",
    "\n",
    "plt.grid(b=True,which = \"major\",linestyle = '--',color='blue',linewidth=0.75)\n",
    "plt.grid(b=True,which = \"minor\",linestyle = ':',color='red',linewidth=0.75)\n",
    "\n",
    "plt.xlabel(r\"$\\alpha^2+\\beta^2$\")\n",
    "plt.ylabel(r\"$V_a(m/s)$\")\n",
    "\n",
    "plt.legend(['calculate','experiment'])\n",
    "           \n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "manm= np.array([90.5,89.5,88.7,88.5,85.2,86.6])\n",
    "womm = np.array([92.7,87.0,90.5,85.0,89.5,89.8])\n",
    "x = np.arange(1,7)#每组柱形x的位置\n",
    "width = 0.2\n",
    "bar_rects1=plt.bar(x+width/2,womm,width,label = '女生平均成绩')\n",
    "bar_rects2=plt.bar(x-width/2,manm,width,tick_label=['语文','数学','英语','物理','化学','生物'],label = '男神平均成绩')\n",
    "\n",
    "plt.title(\"高二男生、女生平均成绩\")\n",
    "def autolabel(rects):\n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        plt.text(rect.get_x() + rect.get_width()/2,height,s='{}'.format(height),ha='center',va = 'bottom')\n",
    "# plt.ylabel(6)\n",
    "plt.xticks(x)\n",
    "plt.ylabel('平均成绩/（分）')\n",
    "plt.legend([\"男生\",\"女生\"])\n",
    "plt.axhline(y = 86.6)\n",
    "\n",
    "\n",
    "autolabel(bar_rects1)\n",
    "autolabel(bar_rects2)\n",
    "# plt.xticklabels(['高二一班'，'高二2班'，'高二3班'，'高二4班'，'高二5班'，'高二6班'])\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-5,5,200)\n",
    "sig = 1/x\n",
    "plt.plot(x,sig,linewidth = 2,label = r\"$\\sigma(t) = \\frac{1}{x}$\")\n",
    "ax = plt.gca()\n",
    "ax.spines['bottom'].set_position(('data',0))\n",
    "ax.spines['left'].set_position(('data',0))\n",
    "plt.axhline(y=0,color = 'green',ls=\":\",lw=3)\n",
    "plt.axhline(y=15,color = 'r',ls=\"--\")\n",
    "plt.axhline(y=-15,color = \"r\",ls=\"-\")\n",
    "plt.axvline(x=0,color = \"black\",lw = 3)\n",
    "plt.axhspan(-8,8,color=\"pink\",alpha = 0.2)\n",
    "plt.axvspan(-0.5,0.5,alpha = 0.2)\n",
    "\n",
    "\n",
    "plt.xlim(-5,5)\n",
    "plt.title(\"graph of 1/x\")\n",
    "plt.legend(fontsize = 14)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAY4AAAD6CAYAAAC2wKAfAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAH/VJREFUeJzt3Xt8VPW57/HPU0SrRC5RkCPWpFC6bQ8HgURNtiQGL7Fc7PZGrFcEFDdY6jnI4dCN1SJwDNtuepTS9rCBtrjVYr2jIARxhNjQGC6xHnuhG6FWDjGaAUx2lEue/ccMMZBAsjKZmYR8369XXq551m/NPGteON9Z1zF3R0REpKW+lOwGRESkY1FwiIhIIAoOEREJRMEhIiKBKDhERCQQBYeIiASi4BARkUDiGhxm9lMzuyY6vdTMSszsgQbzW10TEZHkiFtwmFkO0NfdV5rZ9UAXd88G+pvZwFhq8epZRESad0o8ntTMugL/Cqwys38A8oBnorPXAsOBoTHUtp/o9c8++2xPT09vgzUREek8Nm/e/LG7925uXFyCA7gDeA/4Z2AqcC+wNDqvChgGdAM+bGWtETObBEwCOP/88ykrK2u7tRER6QTMbFdLxsVrV9VQYLG77wH+DdgAnB6dlxJ93eoYao24+2J3z3T3zN69mw1MERFppXhtcfwF6B+dzgTSiexi2gRcCPwJ+FsMNRGRDufQoUP079+f/v0jH49XXHEFr7/+OgCfffYZPXr04JVXXuG2224jHA5z6NAhnnvuOUKhEI899thR49asWcNDDz3EqlWruPjii1m0aFHC1sPicXdcMzsTWAacA3QFvgO8DLwOjASyAAc2tqbm7vtO9PqZmZmuXVUi0t5s2bKFFStWMH/+/EbzHn30UQYMGMApp5zCJ598wvjx45k/fz6nn3463/ve9xqNS0tLY8aMGaxbt46HH36YSy+9lCuvvDKm/sxss7tnNjcuLruq3P1Tdx/r7rnunu3uu4gcIN8EjHD3fe6+v7W1ePQsIhJvmzZt4pVXXuHiiy9m4sSJHDp0CIDa2lrWrl3L9ddfz7e//W3Gjx8PQGVlJX369KlfvuG4N998kxtuuAEz4+qrr2bjxo0JW4+EXQDo7mF3fyZ63CPmmohIR3PRRRexbt06SktLOXjwIKtWrQLgiSee4JZbbjlq7I4dO1i/fj033HBDfa3huJqaGvr16wdAamoqFRUVCVqL+B3jEBGRYwwePJjTTjsNgMzMTLZvj1xZ8PTTT7Ny5cr6cZ9//jl33nknixcvpmvXrvX1huNSUlKora0FoLq6mrq6ukSthm45IiKSKLfffjvl5eUcPnyYF198kQsvvJCdO3fSo0cPUlJS6seNHz+eO++8k8zMLw43HDsuIyOD4uJiAMrLy0nktWsKDhGRBHnwwQe5/fbbGTJkCNnZ2Vx55ZWsXbuW3Nzc+jGrV6/mhRdeYPny5eTl5dWfTXXsuOHDh7N161buu+8+CgsLufnmmxO2HnE5qyrZdFaViHQGtbW1vPrqqwwbNqz+FN9YtPSsKh3jEBFJoPSZr7bxM54OZX8A/sDOwtFt/NxN064qEREJRMEhIiKBKDhERCQQBYeIiASi4BARkUAUHCIiEoiCQ0REAlFwiIhIIAoOEREJRMEhIiKBKDhERCQQBYeIiASi4BARkUAUHCIiEoiCQ0REAlFwiIhIIAoOEREJRMEhIiKBKDhERCQQBYeIiASi4BARkUAUHCIiEkhcgsPMTjGzv5pZKPr338xstpm9bWaLGoxrdU1EpDlVVVUUFRXx8ccfJ7uVk0q8tjgGA0+7e5675wGnAsOBi4GPzOxKM8tobS1OPYtIB1NRUcHQoUMJh8OMGjWKzMxM7rnnHgDC4TBjxoyhtLSUESNGUFlZCcDEiRPJzs5m7ty59c/TVE2O75Q4PW8WMMbMRgC/B/4EPOfubmZrgJHAvhhq6+LUt4h0INOnT6e2tpYnnniCW2+9lVtvvZVbbrmFsrIyampqWLBgAVlZWYTDYbZs2UJNTQ2HDx+mpKSECRMmsH37dn7/+983qg0cODDZq9auxWuL423gSne/GOgKnA58GJ1XBZwDdIuh1oiZTTKzMjMrO/LNQkROXuvXr6dbt2707duXs846i3fffZe9e/fywQcf8JWvfIXLLruMrKwsNmzYQGlpKdnZ2YRCIQoKCgDIz8+nuLi4yZqcWLyC4x13///R6TKgmkh4AKREXzeWWiPuvtjdM909s3fv3m24KiLS3hw4cIA5c+ZQWFgIwPDhw9m1axePP/443/jGN0hNTQXA3VmxYgW9evWia9eu1NTU0K9fPwBSU1OpqKhosiYnFq/geMLMLjSzLsC1RLYahkfnXQjsBDbHUBORTqywsJApU6bQs2dPAGbPns3Pf/5zHnzwQS644AJ+8YtfAGBmLFq0iMGDB/Pyyy+TkpJCbW0tANXV1dTV1TVZkxOLV3A8DDwBbANKgLnAUDN7DJgJPA0Ux1ATkU5s3bp1LFq0iLy8PLZt28b7779ff6zid7/7HWbG/PnzWb58OQB79+6lZ8+eZGRk1O+KKi8vJz09vcmanFhcDo67+7tEzqyqFz0bajTwmLu/H2tNRDqvDRs21E/n5eUxf/58xo8fz65du8jOzubmm2/m4MGDFBQUsGTJEgYNGkR+fj6ffvopOTk57N69m9WrV7Np0ybMrFFNTszcPdk9tLnMzEwvKytLdhsi0g6Fw2GKiorIzc2lb9++x63FS/rMV+P23DsLR8e0vJltdvfM5sbF63RcEZG4if3Dtxts2XzcWqwfwCc73XJEREQCUXCIiEggCg4REQlEwSEiIoEoOEREJBAFh4iIBKLgEBGRQBQcIiISiIJDREQCUXCIiEggCg4REQlEwSEiIoEoOEREJBAFh4iIBKLgEBGRQBQcIiISiIJDREQCUXCIiEggCg4REQlEwSEiIoEoOEREJBAFh4iIBKLgEBGRQBQcIiISiIJDREQCUXCIiEggCg4REQkkrsFhZueY2dbo9FIzKzGzBxrMb3VNRESSI95bHD8CTjez64Eu7p4N9DezgbHU4tyzSKdRVVVFUVERH3/8cbJbkQ4kbsFhZpcDNcAeIA94JjprLTA8xlpTrzfJzMrMrKyysrLtVkTkJBUOhxkzZgylpaWMGDGCOXPmkJeXR15eHkOGDOGee+6pHztlyhRWrlwJwM9+9rMmx02cOJHs7Gzmzp2blPWRxIlLcJjZqcAPgJnRUjfgw+h0FXBOjLVG3H2xu2e6e2bv3r3bbmVETlLvvPMOCxYsYNasWVx99dVcfPHFhEIhQqEQOTk53H333QBs3LiRPXv2cM011wAwefLkRuOef/55Dh8+TElJCTt27GD79u3JXDWJs3htccwEfurue6OPq4HTo9Mp0deNpSYiMbrsssvIyspiw4YNlJaWkp2dDcCHH35IRUUFmZmZHDx4kLvvvpv09HReeumlo5ZvOC4UClFQUABAfn4+xcXFCV8fSZx4fQhfCdxrZiFgCHANX+xiuhDYCWyOoSYibcDdWbFiBb169aJr164ALFq0iMmTJwOwfPlyvvnNbzJjxgxKS0tZuHBh/bINx9XU1NCvXz8AUlNTqaioSPCaSCLFJTjcPdfd89w9D9hGJDxuN7MFQAHwKvBiDDURaQNmxqJFixg8eDAvv/wydXV1vPHGG+Tl5QGwdetWJk2aRN++fbntttt44403ABqNS0lJoba2FoDq6mrq6uqSsTqSIHHf7RMNkP1EDnJvAka4+75YavHuWaQzmD9/PsuXLwdg79699OzZk40bN3LJJZdgZgB87WtfY8eOHQCUlZWRlpYG0GhcRkZG/e6p8vJy0tPTE7w2kkinJOqF3D3MF2dHxVwTkdhMmjSJgoIClixZwqBBg8jPz2fWrFnk5ubWj5k4cSITJkzg17/+NQcPHuTZZ58FYM2aNUeNu/baa8nJyWH37t2sXr2aTZs2JXx9JHHM3ZPdQ5vLzMz0srKyZLch0qmEw2GKiorIzc2lb9++cX2t9Jnx3WO9s3B03J47nr3H2reZbXb3zObGJWyLQ0RObr169ao/s0pObgoOkU6qI39rl+TSNREiIhKIgkNERAJRcIiISCAKDhERCUTBISIigSg4REQkEAWHiIgEouAQEZFAmr0A0My6AdcBQ4EvAx8Ar7j7u3HuTURE2qETbnGY2c3Az4FKYA4wjchtzq83s5+bWUr8WxQRkfbkuFscZvZVoLe7337MrD8CD5vZQOAWYHEc+xMRkXbmuMHh7u8Dj59g2YvRrc5FRDqd5nZVndZg+jcNpk8B/iuwLH6tiYhIe9TcWVVrGkz3OzLh7ofc/Z+A+N50X0RE2p3mzqo62GD6bDO7o+Fj4D/aviWRjqWqqorNmzczdOhQzj777GS3IxJ3zW1xNPx5wC8ROR339Ojfp8DkOPUl0iGEw2HGjBlDaWkpI0aMoLKykokTJ5Kdnc3cuXMBeP/99xk9ejQ5OTncf//9AOzbt4+RI0eSn5/Pddddx4EDBwAaLSvSHjW3xWENpquBIuAjd6+JX0siHcc777zDggULyMrKIhwOs379eg4fPkxJSQkTJkxg+/btzJo1ix/84AdkZWVx0003EQqFeO+995g2bRpXXXUVkydP5rXXXuPQoUONlh04cGCyV1GkkeaCo+EWR19gAXCemYWB77v75rh1JtIBXHbZZQBs2LCB0tJSqqqq6n8+NT8/n+LiYv785z8zbNgwAPr06cO+ffuYMmVK/XNUVlbSp08fnnrqqUbLKjikPWpuV9VpDaZ3uPt17n4RcD+wzMyuiV9rIh2Du7NixQp69eqFmdGvX+Q8ktTUVCoqKrjxxhuZPXs2K1eu5LXXXuOKK66oX7akpIRwOExWVhY1NTWNlhVpj5oLjpsaTJ96ZMLdfw+MBP7FzLrEozGRjsLMWLRoEYMHD+a3v/0ttbW1AFRXV1NXV8cDDzzAyJEjWbJkCePGjSMlJXLDhaqqKqZOncqyZZGz2lNSUhotK9IenTA43H1Pg+nMY+btBnLd/XCcehNp9+bPn8/y5csB2Lt3LzNnzqS4uBiA8vJy0tPTARgyZAh//etfmTZtGgAHDhxg7NixPPLII6SlpQGQkZHR5LIi7U2zNzlsipmdAVwEvNW27Yh0LJMmTaKgoIAlS5YwaNAgrr32WnJzc9m9ezerV69m06ZNADz66KNMmzaNM844A4ClS5eyZcsW5s2bx7x585g8eTLXXnstOTk5jZYVaW/M3U88wOzr7v7nY2qDgNnAqe7e7o5zZGZmellZWbLbkE4qHA5TVFREbm4uffsGu0Y2lmWDSp/5alyff2fh6Lg9t3pvWqx9m9nmY/cuNaUlWxz/z8ymufvCI4XoLdVvMLPfnqCBVCAD2OruH7ekaZGOqOkPgm6wpbUnHX6xbDw/wERaqyU/5PRn4Ctm9oKZnXvMvCavHDezXsArRG6E+IaZ9TazpWZWYmYPNBjX6pqIiCRHS4Ljc3efARQCK8zs+9Efd4KjLxBsaDAwzd3nEbnf1eVAF3fPBvqb2UAzu761tdavroiIxOqEu6rM7EtHxrj778wsF5gArDez3cAnTS3n7m9Gl88lstWRyhe3YF8LDCfyi4KtrW1votdJwCSA888//0SrJSIiMWhui2MKMOvIA49Y6u6XAPe4e8HxFjQzI3IdSJjIFegfRmdVAecA3WKoNeLui909090ze/fu3cxqiYhIa53oFwANqAP+yczmAQeif0d8ycy+7O5DmlreI6dr3Wtmc4AbgX+NzkohEljVRG6W2JqaiIgkyXE/hKNbFz+NHluYBXQF/g241N3/3t2zjhcaZva/GtyCvSeR4yPDo48vBHYCm2OoiYhIkrToAkB3X2lmrwPfIRI2zV0tvhh4xszuAt4FXgQ2RM/KGglkEdl9tbGVNRERSZLjbnGYWZqZXXvksbv/h7svO3KLETM728y+09Sy7h5296vcPdfdp7j7PiAP2ASMcPd97r6/tbXYV1tERFrrRLuqdgFfN7PHzezvjtTN7IzobqifABta+kLRMHnmmPtftbomIiLJccJdVe7+z2aWBtxuZgOI7DaqBVa5e5NbGyIicnJr9hhHdMtDv2MpIiKATm0VEZGAmg0OM1tmZgXR+0+JiEgn15ItjheAvwdCZvZbM/uhmWVFLxAUEZFOptngcPeV7v7f3f1CYCyR+05tAHSrdGkT+/btY+TIkeTn53Pddddx4EDkBgUVFRUMHTr0qLEtqU2cOJHs7GzmztWhOZF4aMmuqgFm9o9m9izwJtAX+Ecid8AVidmTTz7JtGnTWLt2LX379uW1114DYPr06fW/wX1Ec7Xnn3+ew4cPU1JSwo4dO9i+vdH9MEUkRi25cvxJYDXwI6DU3evi25J0NlOmTKmfrqyspE+fPqxfv55u3bod9St4LamFQiEKCiL33szPz6e4uJiBA3UnfpG21JJjHH8A0ojcsnxJ9GD5MjNbFt/WpLMpKSkhHA4zbNgw5syZQ2FhYf28AwcOtKhWU1NDv379AEhNTaWioiJxKyDSSbRki+PLRG4ueBAoJ3LTwS3Arjj2JZ1MVVUVU6dO5bnnnqOwsJApU6bQs2fP+vktraWkpNTvtqqurqauThvIIm2tJQfHb3b3bwIjgBLgFiLHOtbEuTfpJA4cOMDYsWN55JFHSEtLY926dSxatIi8vDy2bdvGXXfd1eJaRkYGxcXFAJSXl5Oenp7clRM5CTW7xWFmvyayxXGAyBbH08D/RLc3lzaydOlStmzZwrx585g3bx733nsvN910EwB5eXksWbLkqPEnqu3fv5+cnBx2797N6tWr2bRpU8LWQ6SzaMmuqsPAAOANIrc1P3KPKgdOi1Nf0olMnjyZyZMnNzkvFAoFqnXv3p1QKERRUREzZsygR48ebdipiEDLj3E8AiwEVgI/BIYAV8avLels0me+2sbP2A22bAZgZ+HoNn5ukc6tJWdV9Xb3h9z9Y2CRu69x9/nAGXHuTURE2qGWbHFsNbMXgRCw38zuA64mcrxDREQ6mZbcVv0+M7uCyK/wXQDsA37u7i/HuTcREWmHWvqb468Dr8e5FxER6QD0exwiIhKIgkNERAJRcIiISCAKDhERCUTBISIigSg4REQkEAWHiIgEouAQEZFAFBwiIhJIXILDzHqY2WozW2tmL5jZqWa21MxKzOyBBuNaXRMRkeSI1xbHrcACd88H9hD5DY8u7p4N9DezgWZ2fWtrcepZRERaoEX3qgrK3X/a4GFv4Dbg/0QfrwWGA0OBZ1pZ237sa5rZJGASwPnnn99GayIiIseK6zEOM8sGegEfAB9Gy1XAOUC3GGqNuPtid89098zevXu38ZqIiMgRcQsOM0sl8quBE4Bq4PTorJTo68ZSExGRJInXwfFTgd8A33f3XcBmIruYAC4EdsZYExGRJInXt/eJwDBglpmFAANuN7MFQAHwKvBiDDU5joqKCnJyco6qXXPNNWzbtg2Ahx56iLy8PPLy8rjgggt45JFH2LFjB1dccQVDhgxhzpw5ABw8eJBrrrmGSy+9lGXLliV8PUSk/YpLcLj7z9y9l7vnRf9+ReQXBDcBI9x9n7vvb20tHj2fDMLhMOPGjaOmpqa+9uSTTzJgwACGDBkCwOzZswmFQoRCIQYNGsQdd9zBT37yEx5++GG2bdvGmjVrqKysZOHChWRkZPDWW2/x7LPP8umnnyZrtUSknUnY8QJ3D7v7M+6+py1q0liXLl1YsWIF3bt3B6Cqqor777+fXr168cYbbxw19u233+a8886jX79+nHXWWbzzzjtUVFTw+eef07NnT0KhEAUFBQDk5uZSVlaW8PURkfZJB5pPIt27d6dHjx71j3/84x8zduxY7rnnHpYvX87LL3/xM/GPPfYYU6dOBeBb3/oWmzZt4vHHH+fyyy/nlFNOoaamhn79+gGQmppKRUVFYldGRNotBcdJbOvWrdx777307duXgoICQqEQAHv37uWjjz5iwIABABQWFvLLX/6SefPmUVtbS1FRESkpKdTW1gJQXV1NXV1dslZDRNoZBcdJ7Gtf+xo7duwAoKysjLS0NABeeuklRo0aVT/u/fff54MPPuCzzz5jy5YtmBkZGRkUFxcDUF5eTnp6esL7F5H2KS5Xjkv7MGPGDO666y7mzZvHGWecwfPPPw/AmjVrmD59ev242bNnk5eXR2VlJWPGjOHyyy/n61//OqNGjWLjxo289957XHLJJclaDRFpZxQcJ6Eju6TOPfdcVq1a1Wj+U089ddTj0aNHM3r06KNqaWlpFBUVUVxczMMPP0yXLl3i1q+IdCwKjpNI+sx4XOLSjRlbitlZOLr5oSLSKegYh4iIBKLgEBGRQBQcIiISiIJDREQCUXCIiEggCg4REQlEwSEiIoEoOEREJBAFh4iIBKLgEBGRQBQcIiISiIJDREQCUXCIiEggujtuEyoqKrjxxhvZuHEjBw8e5Prrr6eqqoqJEycyYcIEHnroId58800A9uzZw7hx4/jss88a1aZPn95oWRGRjk7BcYxwOMy4ceOoqakBYOHChWRkZPDDH/6QUaNGMXbsWGbPnl0//sYbb+SOO+6o/33uhrWmlj3zzDMTvk4iIm1Ju6qO0aVLF1asWEH37t2ByI8iFRQUAJCbm0tZWVn92LfffpvzzjvvqNBoWDvRsiIiHZWC4xjdu3enR48e9Y9ramrqgyE1NZWKior6eY899hhTp049avmGtRMtKyLSUSk4mpGSkkJtbS0A1dXV1NXVAbB3714++ugjBgwYUD/22NrxlhUR6cgUHM3IyMiguLgYgPLyctLT0wF46aWXGDVq1FFjj60db1kRkY5MB8ebMW7cOEaNGsXGjRt57733uOSSSwBYs2YN06dPP2rssbXjLSsi0pFpi+M4QqEQAGlpaRQVFXHppZeybt06unTpAsBTTz3FsGHDjlrm2NrxlhUR6cjiusVhZucAz7p7jpl1BZ4HUoGl7r4sllq8ek6f+epx5nRjxpbiVj5rZNmdhaNb25aISLsRty0OM+sF/AroFi1NBTa7+6XAjWZ2Zow1ERFJgnjuqjoM3ATsjz7OA56JTm8AMmOsiYhIEsQtONx9v7vva1DqBnwYna4CzomxdhQzm2RmZWZWVllZ2ZarIiIiDSTy4Hg1cHp0OiX62rHUjuLui909090ze/fuHZcVEBGRxAbHZmB4dPpCYGeMNRERSYJEXsfxK2CVmeUA3wR+R2T3U2trIiKSBHHf4nD3vOh/dwFXAW8BV7r74Vhq8e5bRESaltArx919N1+cHRVzTUREEk9XjouISCAKDhERCUTBISIigSg4REQkEAWHiIgEouAQEZFAFBwiIhKIgkNERAJRcIiISCAKDhERCUTBISIigSg4REQkEAWHiIgEouAQEZFAFBwiIhKIgkNERAJRcIiISCAKDhERCUTBISIigSg4REQkEAWHiIgEouAQEZFAFBwiIhKIgkNERAJRcIiISCAKDhERCUTBISIigXSY4DCzpWZWYmYPJLsXEZHOrEMEh5ldD3Rx92ygv5kNTHZPIiKdVYcIDiAPeCY6vRYYnrxWREQ6N3P3ZPfQLDNbCjzu7uVmlg8Mc/fCY8ZMAiZFH/4d8KcEtXc28HGCXqutddTeO2rfoN6TRb23TJq7925u0CmJ6KQNVAOnR6dTaGJLyd0XA4sT2RSAmZW5e2aiX7ctdNTeO2rfoN6TRb23rY6yq2ozX+yeuhDYmbxWREQ6t46yxfEisNHMzgVGAllJ7kdEpNPqEFsc7r6fyAHyTcAId9+X3I6OkvDdY22oo/beUfsG9Z4s6r0NdYiD4yIi0n50iC0OERFpPxQccWBm/8XMrjSzM5Pdi4hIW1NwHIeZ9TCz1Wa21sxeMLNTm7rtiZmdY2YbGzz+OrACuBR408xO7Si9N6gPMrOixHZd/9qtfd/7mdnfzCwU/Wv2XPT20nuD+kozG5LYrmN6z2c3eL//aGbf70C99zez181sm5n9INF9x9j7MDNbZ2Zvmdn9yehdwXF8twIL3D0f2AN8h2Nue2JmvYBfAd0aLDcYGO/us4EdwFcT3De0vnfMzIAFQNcE93xEa3u/BJjn7nnRv8qEdx7b+34r8O/uvi3RTdPKvt39oSPvN/AusDzxrbf6Pf8u8KC7DwGuTsYXDVrf+0JgPJFLFG4ws4R/xig4jsPdf+ruR7519wZuo/FtTw4DNwH7Gyz3LLDLzEYDvYC/JKzpL3poVe9R44E3EtFnU2LoPQu4y8y2mNn/TlS/DbW2dzNLBf4FCJvZiMR1HBHjvxfM7CLgb+7+YQLaPUoMvX8CDDazc4DTgL2J6fgLMfSe6u4feOTMpk+A7glquZ6Coxlmlk0kAD4AjvyPUQWc4+77j3NqcApQAOwCknbaWtDezewsIv94f5TQRpvQivd9NZFTti8Css1scKJ6PVYrev8fwG+A/wvcYWbfTlizDbTy3zrAfUS+BSdNK3p/jciXje8B64FDier1WK3o/S0z+66Z3QKkA+8krNkoBccJRL8JLgQm0ILbnhzh7nvdfRyR3T0XxbvPprSy90Lg++5+MP4dHl8re/+tu3/q7oeBrUBS7qDcyt6HAovcfQ+Rb5x5cW6zkdb+WzeznkAfd//3uDd5/B5a0/tM4E53nxUdf1W8+2xKK3u/B/gjkd1t8z0J11QoOI7DIge1f0Pkg3QXLbztiZn9zMxyow97koRN4Nb2DlwGzDezEDDEzObGudVGYuh9jUXOZjsDyCeyzz2hYuj9L0D/6HQmkS3VhImhb4B/AFbFtcETiKH3rwJfMbMvA8NIwp6B1vYe/XJ05CauT8a5zaa5u/6a+AMmA2EgFP0bB5QTOXD8B6BHg7GhBtNfBYqBjcAPOlLvxzxHk/X22jswgsi3sHeA73aw3s8l8uH7FlAEnNkR+o4+forI3aoT/n7H+J6PJnLyyqfA00QOSneI3qOPfwXkJOt915XjAUTPcLgK2OCR3QodhnpPjo7ae0ftG9R7Iig4REQkEB3jEBGRQBQcIiISiIJDREQCUXCIiEggCg4REQnkPwEW5MJUEuB8YgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "x = np.arange(1,8)\n",
    "y = np.array([10770,16780,24440,30920,37670,48300,57270])\n",
    "bar_rects = plt.bar(x,y,tick_label=['2013','2014','2015','2016','2017','2018','2019'],width=0.5)\n",
    "()\n",
    "def autolabel(rects):\n",
    "  \n",
    "    for rect in rects:\n",
    "        height = rect.get_height()\n",
    "        plt.text(rect.get_x()+rect.get_width()/2,height+300,s = '{}'.format(height),\n",
    "                ha ='center',va='bottom')\n",
    "autolabel(bar_rects)\n",
    "plt.ylabel('GMV(亿元)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "kinds = ['童装','奶粉辅食','孕妈专区','洗护喂养','宝宝尿裤','春夏新品','童车童床','玩具文娱']\n",
    "weight= [250,150,4,250,50,30,4,20]\n",
    "total_weight = 0\n",
    "\n",
    "for i in weight:\n",
    "    total_weight+=i\n",
    "batching_scale = [i/total_weight for i in weight]\n",
    "plt.pie(batching_scale,autopct='%3.1f%%')\n",
    "plt.legend(kinds,loc = 'upper right',bbox_to_anchor=[1.1,1.1])\n",
    "plt.title('拼多多子类目的销售额')\n",
    "plt.table(cellText = [weight],cellLoc = 'center', rowLabels = ['重量/（g）'],colLabels = kinds,loc = 'lower center')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "x = np.arange(6)\n",
    "y1 = [1200,2400,1800,2200,1611,3300]\n",
    "y2 = [1050,2100,1300,1600,1345,2222]\n",
    "bar_width =0.6\n",
    "tick_label = ['家庭','小说','心理','科技','儿童','恐怖']\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "ax.bar(x,y1,bar_width,color = \"#FFCC00\",align = \"center\",label = \"地区1\")\n",
    "ax.bar(x,y2,bar_width,bottom = y1,color = \"#FFFF00\",align = \"center\",label = \"地区2\")\n",
    "ax.set_ylabel('采购数量/（(～￣(OO)￣)ブ）')\n",
    "ax.set_xlabel(\"图书种类\")\n",
    "ax.set_title(\"地区1和地区2对各类图书的采购情况\")\n",
    "ax.grid(True,axis = 'y',color = 'gray',alpha = 0.2)\n",
    "ax.set_xticks(x)\n",
    "ax.set_xticklabels(tick_label)\n",
    "ax.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "huilv17 = np.array([6.8007,6.8007,6.8015,6.8015,6.8060,6.8060,6.8060,6.8036,6.8065,6.7777,\n",
    "                   6.6666,6.7835,6.7456,6.8751,6.8246,6.8754,6.8745,6.8578,6.7652])\n",
    "huilv19 = np.array([6.8640,6.7805,6.8035,6.7015,6.7060,6.8065,6.8160,6.8086,6.8565,6.7577,\n",
    "                   6.6666,6.7835,6.7456,6.7751,6.6246,6.7754,6.6745,6.6578,6.8652])\n",
    "date_x = np.array([3,4,5,6,7,8,9,10,11,12,13,14,17,18,19,24,25,26,31])\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(date_x,huilv17,color = '#006347',linewidth = 2,label  ='2017年七月美元/人民币汇率')\n",
    "ax.plot(date_x,huilv19,color = '#8a2e76',linewidth = 2,linestyle ='--', label  ='2019年七月美元/人民币汇率')\n",
    "ax.set_ylabel('汇率')\n",
    "ax.set_xlabel(\"日期\")\n",
    "ax.set_title(\"2017年七月与2019年七月美元/人民币汇率走势\")\n",
    "ax.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sale_a = [2222,4617,7765,6666]\n",
    "sale_b = [853,1111,2222,4452]\n",
    "sale_c = [153,155,333,666]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "ax.plot(sale_a,'X-',sale_b,'H:',sale_c,'p--')\n",
    "ax.grid(alpha = 0.3)\n",
    "ax.set_ylabel('销售额/）万元（')\n",
    "\n",
    "ax.set_xticks(np.arange(len(sale_c)))\n",
    "ax.set_xticklabels(['第一季度','第2季度','第3季度','第4季度'])\n",
    "ax.legend(['A','B','C'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "x = np.linspace(-np.pi,np.pi,256,endpoint = True)\n",
    "\n",
    "y = np.sin(x)\n",
    "y1 = np.cos(x)\n",
    "plt.xlim(x.min()*1.5,x.max()*1.5)\n",
    "\n",
    "plt.xticks([-np.pi,-np.pi/2,0,np.pi/2,np.pi],[r'$-\\pi$',r'$-\\pi/2$',r'$0$',r'$\\pi/2$',r'$\\pi$'])\n",
    "\n",
    "plt.plot(x,y1,color='blue',linewidth=1.0,alpha=0.5)\n",
    "plt.plot(x,y,color = 'red',linewidth=1.0,linestyle='--')\n",
    "plt.annotate('cos(1)',xy=(1,np.cos(1)),xytext=(1,np.cos(0.8)),arrowprops=dict(arrowstyle=\"->\"))\n",
    "plt.fill_between(x,x>0.5,x<-0.5,y1>0.5,color = 'green',alpha=0.25)\n",
    "plt.title = (\"cos&sin\")\n",
    "plt.legend(['COS','SIN'],loc= 'upper left')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.style as ms\n",
    "\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "x = [1,2,3,4,5,6,7,8,9,10,11,12]\n",
    "y1 = np.array([39,20,40,38,42,43,41,41,45,48,52,50])\n",
    "y2 = np.array([45,28,48,49,50,51,50,50,51,52,70,65])\n",
    "\n",
    "plt.title(\"2018 年、2019 年快递业务量趋势\")\n",
    "plt.xlabel(\"月份\")\n",
    "plt.ylabel(\"业务量（亿件）\")\n",
    "plt.xticks(x)\n",
    "plt.plot(x,y1,marker = \"v\",color = \"#8B0000\",linestyle = \"--\",linewidth = 1.5)\n",
    "plt.plot(x,y2,marker = \"d\",color = \"#006374\",linestyle = \"-\",linewidth = 1.5)\n",
    "plt.legend([\"2018年\",\"2019年\"])\n",
    "\n",
    "ms.use(\"fivethirtyeight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
